{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ff34b2df",
   "metadata": {},
   "outputs": [],
   "source": [
    "from coffee_bean_detector import CoffeeDetector\n",
    "import cv2\n",
    "import spectral\n",
    "from yolov8 import YoloDetector\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7dc46807",
   "metadata": {},
   "outputs": [],
   "source": [
    "img_path = glob.glob(rf'G:\\20250807\\moldy\\1_20250807_092841\\hk\\*.png')\n",
    "msi_path = glob.glob(rf'G:\\20250807\\moldy\\1_20250807_092841\\vSpex\\*.hdr')\n",
    "rgb_img = cv2.imread(img_path[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a025ce98",
   "metadata": {},
   "source": [
    "### 白板校正"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a0d23a5d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\Anaconda\\envs\\spe\\Lib\\site-packages\\spectral\\io\\envi.py:175: UserWarning: Parameters with non-lowercase names encountered and converted to lowercase. To retain source file parameter name capitalization, set spectral.settings.envi_support_nonlowercase_params to True.\n",
      "  warnings.warn(msg)\n",
      "d:\\code\\咖啡豆线扫系统协作代码\\md-line-scan-detection-dev\\model\\white_board_correction.py:47: RuntimeWarning: invalid value encountered in divide\n",
      "  reflect[j, :, i] = (msi[j, :, i].reshape(-1) / self.baiban_hengzhou[:, i]) * reflectivity\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2080412ed20>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from white_board_correction import WhiteBoardCorrection\n",
    "baiban_path = rf'G:\\20250807\\whiteboard\\1-6_1_20250807_094655\\vSpex\\vSpex_20250807T094657_920.hdr'\n",
    "\n",
    "msi = spectral.open_image(msi_path[0]).load()\n",
    "# 创建白板校正对象\n",
    "correction = WhiteBoardCorrection(baiban_path)\n",
    "# 使用白板校正对象对样品光谱数据进行反射率校正\n",
    "reflect = correction.get_reflect_line_sweep(msi)\n",
    "\n",
    "# 绘制校正后的第8个波段的反射率图像\n",
    "plt.imshow(reflect[:, :, 8], cmap='gray')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33571ce0",
   "metadata": {},
   "source": [
    "### 裁剪后配准"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8f82e999",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x20802bc4dd0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(reflect[:,:,8])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fc477484",
   "metadata": {},
   "outputs": [],
   "source": [
    "from coffeeImageRegistrator import ImageRegistrator\n",
    "import glob\n",
    "\n",
    "reg1 = ImageRegistrator(\n",
    "    ref_path = img_path[-1],\n",
    "    mov_path = msi_path[0]\n",
    ")\n",
    "ref_reg = reg1.warp_image(reflect)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "527ddaf9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###保存数据查看配准情况\n",
    "cv2.imwrite(rf'G:\\20250807\\moldy\\1_20250807_092841\\hk\\test.png', ref_reg[:,:,8]*255)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2a708ce",
   "metadata": {},
   "source": [
    "### 融合与裁剪"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e9b65b78",
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_image = np.concatenate((  ref_reg , rgb_img ), axis=2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b4514c18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'segmentation' from 'd:\\\\code\\\\咖啡豆线扫系统协作代码\\\\md-line-scan-detection-dev\\\\model\\\\segmentation.py'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import importlib\n",
    "import segmentation\n",
    "importlib.reload(segmentation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5c137031",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from segmentation import segmentation_all\n",
    "\n",
    "image_segmentation = segmentation_all(combined_image)\n",
    "\n",
    "# image_bgr = image[:,: ,-3:].copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64a80971",
   "metadata": {},
   "source": [
    "### 使用目标检测提取ROI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e10d124a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from typing import List, Tuple\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "def show_roi(hyper_gray: np.ndarray, msi_res: List[Tuple[int, int, int, int]]) -> None:\n",
    "    \"\"\"\n",
    "    在 hyper_cv 图像上显示 msi_res 中定义的 ROI 区域。\n",
    "\n",
    "    :param hyper_gray: 单通道的灰度图像。\n",
    "    :param msi_res: 包含边界框坐标的列表，每个边界框是一个 (cx, cy, w, h) 格式的元组。\n",
    "    \"\"\"\n",
    "    hyper_cv = cv2.cvtColor(hyper_gray, cv2.COLOR_GRAY2BGR)\n",
    "    for box in msi_res:\n",
    "        cx, cy, w, h = box\n",
    "        x1 = int(cx - w / 2)\n",
    "        y1 = int(cy - h / 2)\n",
    "        x2 = int(cx + w / 2)\n",
    "        y2 = int(cy + h / 2)\n",
    "        cv2.rectangle(hyper_cv, (x1, y1), (x2, y2), (255, 0, 0), 3)\n",
    "    plt.imshow(hyper_cv)\n",
    "    plt.axis('off')  # 隐藏坐标轴\n",
    "\n",
    "def normalize_image(image: np.ndarray) -> np.ndarray:\n",
    "    \"\"\"\n",
    "    将图像的像素值归一化到 0-255 范围内。\n",
    "\n",
    "    :param image: 输入图像。\n",
    "    :return: 归一化后的图像。\n",
    "    \"\"\"\n",
    "    min_val, max_val = image.min(), image.max()\n",
    "    normalized_image = (image - min_val) / (max_val - min_val) * 255\n",
    "    normalized_image = normalized_image.astype(np.uint8)\n",
    "    return normalized_image\n",
    "\n",
    "def extract_roi(image: np.ndarray, boxes: List[Tuple[int, int, int, int]]) -> List[np.ndarray]:\n",
    "    \"\"\"\n",
    "    从图像中提取基于边界框坐标的区域兴趣 (ROI)。\n",
    "\n",
    "    :param image: 原始图像。\n",
    "    :param boxes: 包含边界框坐标的列表，每个边界框是一个 (cx, cy, w, h) 格式的元组。\n",
    "    :return: 提取的 ROI 图像列表。\n",
    "    \"\"\"\n",
    "    rois = []\n",
    "    for box in boxes:\n",
    "        cx, cy, w, h = box\n",
    "        x1 = int(cx - w / 2)\n",
    "        y1 = int(cy - h / 2)\n",
    "        x2 = int(cx + w / 2)\n",
    "        y2 = int(cy + h / 2)\n",
    "        roi = image[y1:y1+h, x1:x1+w]\n",
    "        rois.append(roi)\n",
    "    return rois"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6d0ec805",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x20804a96ea0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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NSU5bKD9GaharEaddQukRF0og0uyf2lJXHzsEIDjefq6/17EhLDqT7vfchUaRQgs9PMa4HqQzE3i5n1JzbcvrBQ+kaUZU79dUHkCowzfUunxWn32Z9p8l2rspfirhszAgBRSsfaLl9YQ2D2GtFTS628ja2TQ0eX5Nk3sVK4Ts3gAqYccHMiob/4D5X20kJgTKJJTUtSGvMgGqAxIxtKH932uDAvAKNBjqsHLXDxOVVypKm4ayuxntfyJlqxeKAALuIFidUC0hUMWqhvWNTRJKA2D69ErDOf/IGIAbAND1OK+o2GaUPDc2MLwJvDMN54+WNe09n1JxCeMoqUH8wCLnoD80XHd83HBU/eQIAQAyHmf5NlBeZDxtxya+wdYyQIBgLWOHklFNlZCDcIGQ2MKlIDEBfM17SDcE02FNe88ldP+P9ujG/iFdHS9plFZsxcPyh5tjkhcs/G/fP6T0E2NOI7QBlbO7NdWjlFbbnKqpUXJgNK9T5idg4X8HKIVQLTPgUjY0vwlJk9L64TFtHsqIYNUeZzS7CQUM7IwBfO9B963FL3B9xA1g5sk+D3u+FfwmptA71xP+oTJhx7ILTeDP2+fmHheUsjqlZl5Rtslo/GJG20cqai6LUG7g3qlSqveITtOUxotU5kv1W84zWj4u1NUlAlfzEVUHKaNVUBC3j82pvEm0d6tmxdAqNO2cmQHVSHGt6fj1Ka0erbnuRV6s3DyO7m0pvQdoTBbP5LkVje7KGkV9DY6bsPPPGRout1OCM/Ua7ZmmoQ3tQWqDAnDBDUKmnBGtHm2oeKii0QGcyg1tZmNqkhHn+wNqzzfWYscmafPm2z7QAEfnxynRY2L9A6auK1ECYNUVdyZ08En4rU2unWq8p4Ic8Kih6c2UTmc5ZB6nH0Ig5wsRjvNblWMA9IR/KPTs2FyMgQGAk1ZRkMC+hrJVQim7AUwePsPKCAqAME5ofquhfCloA6LtD38/pXvTq/TRvKBHDk84wBHDQNAj3B437h7S+kOHdOkPBTng+WHouqHZizVlRSoBjxOJachWDU3uNzQ5gZXa9c0Audh/tqLpiymtHs45OwHIC/oS+F+nbwStLybAKjyBIR5a704x4u+UwA4DCWOWsDpGC9jwd9Yh8ExWDdH9EXGtLAQ9ThteT6PbGRVXEmoQbzFBkKkI3eoQ3BMZk0pZ3gTEMiDDo5zLjUDoc7gKYjFsHEuSCqIFV0sZrGWrJLJClFB5kNPqcWLGS6yJ5oohyVqMaP1ZxgUFjgw8ylFNk2dHdPX/21C+wnc22EECKa3Qx7M/vb6m5vKW0qyhdFFR9vxWAl3ThiZ31pScVERwlx0R5ffW7TuHmJeiVAMeAiuH9unTBgXgghv7w2Fx70s0P8dbbRBNTkxcs3gUfmYIbVjQxnInKzA8YJgF1fy5hE4vT+kkq1jwQ4jDqlvfm9L8A2MWWja6XaXoi0zhnbXh/PekSRnGlWA/YlKeybFh/jPogY549wQQ8xnId3pzdFB2Qwyd7z2f0PIRcxyCDlFeAO4LxDcgwr6Ce4NofgubP1ITZbBwd+z/f3J64fQxuvs5B5TNCxaS6/WYNrdmNHo2p8t/aGIUbFClua4gJjVNOdPBBluK4HcQNjwpUygIQoiUb+Sa45OaURYIOTwPETBqDsx8hkpQ1GoP/fBukoLzNKzvHlRwjkrqcB/1CCUr/GPH4ZlMbqe0fgTaQEPNfkXVIqUM6+80pSYHz4QIf3BDICYEFjyjJXaKMygFRinlFFFxV7HygPUN5krI4nEm8SbLuOvCoiMuNgR9ISgVQZqXN5Tsb6ncwi9gkCwI72lN5WVxheXgzVAT1UDZM8929URGp39yROnh1gVhVlsoyUTZqKYsNyyVRyO69Nsj2n8Wua2mo6qmZNv+zembNiMDgZInkurJ/eLY03WriJQVNXXJCBKn6kJJsXUzdBbQ0Ib2CrVBAbjghg0O1LpsIaHQD4SfjfafV7R+FAIwoeyObLSSwx/AweZvbDzzmwi6ymlx95CSqdk8lwkdPJtwrQAW4Bwo5lutdvPBNRCod/iRiupx0sL6EHjWku+kscWg5a6k0nA3Q+sv1OxHh8UoGQgilLnS4YLYKp/eM0pHjoBFg4DUEFY1Zb+T0OaTh7Q5AOsh0RiC+kgEP4/X8BtoiJkFtAlCY/g5EMxcB+FaSstHiYorNcdBpKcpHfxRSnsvAD0wVRvD4LuYIqTnKDLXYesoS7o4o0oR1UqHm+kzhEdo+Xt9ms/zdUOTe0Sbh2BVY75hqYsvBHEfyQYQfiauE6wrpEsiBEDHsmQmBgSET1AisKYROzGqaby3pbrIqFynvN5x7FkESVBAseSbeUFNmnNWyPZoQum0pHxaUWUKY5F9f4AkIQMl5hbBLecJba4R0bSmuhIESJYstA1TZAuoHPg1kCgKyu5R1lJlIztjOmrXzOFczaUokW6dGtQAKBEUowXqenz2lkbX1xyoW73QEEE/WOQ0/3BC848a5QHnrrccD2H7bsoNu0Mk9qGm/LhN9cR6huLu/t49pUMbWm8bFICLbIi14khpSEQJ3Gvz/BOJhr+C6P4xb8yau7/twtDt2r/Lhma34aMXZr46Qw68QKJsRcPyN757z1JNIhuvsk6sm4FJfpDnf56bi1jB+ncoAXArTO+J4BD2QPHXS8CgUTqYU8BYembMHBi4hcLTEN1SFpQdsk2riwhAO4RQcOIelw+ndPoUUXmppnqvonxaUnOQ0Ek6prRKuYYBzyN3ojH2s1I7bXZHfC52+uv1ARp1iZ1n/+6Z+12KAsY2vVvT5g7iHRCQafghAL8jLmUhqaac5gmDGigKrFn7XLyJNZ/jZ17TaFbQ3mxLSxpzeWu3/kwALPNPcL0Iea5W+QFigxiQzaMNM19Wacb1savliGq4LIAUjWpKgS4UqbgJrJIaCZIsp8iqgaINC10GkU0qSrDuqHIZNIxcIBbFKr4aUIhVzTZIgl5jlhAL49lcTun4TQ1NXl/QdCKZJ8kVydqB0nL0xD4lly7R5L6pB24VPA7WJTp6XUqr6wiYRWor3HAFJbkoMfliS9l9MIUlNHsupf0/WnC8BLeqouQExbgMXrgpKSlKUZIQy7JsS4lbZWVoD24bFIALarYAoGxWIp1g+VfLnGiVsUWDYKt0VMmGBct4g9B/X4pZ9mDd2J8LAcoGROsH1ULxXHCj2szF8LR+fHXhPiEf+9uOI/idN31sPIHPmiH6mMUaDk8Jfpt9YAUMFCLO0w+HG5m3cmY32YZjH5pJQuMJCitVtEprOtlOKV+kvEkLVYNxddjAtZ7AOvUI2r/PMNO6zyfE7nuEf2Sedl/I/xMxFgcfF5Ro/bCB3iEgpxUXYiJkTDBvAcpJ28uJoLPzoAmiWLHNGq5GiaDUcgut1HxfN7S+lnLFS5A9we2DeJDpHVFEIPxZSXwhoe0TOWXXto7lsioyak5zYcI0gpffF2TBmLLVdi70LXLRKRP8CSUbkD8CSJFGmueVkEFBMaBGXB8bos2llBUHVk7hvjo2gaLNGc/SIABs/T+RUPrYihUM1KsoKvHBjUclTacl0TMLOr13QPkHW6VDP6MaTJVQtjDTiJ15Gtk9OVWbjIqrU6KnJF5nTBmVqRBOtSiIfTZ4H2pGZe5+bsaBx9liSzRFuif2n5pGt0RZwN+jO1vKjguOAYIbcHwDJcEtGVntE04hvsKWBD/v/jK0V10bFICLbCa9SfylBi5cZRzJX4G4B/AqIEhDj9umWYWdxN+20OrtQMA9Y+r3T1uBJ9aEu6yGv5O4L9ezalT32v/LKYGwBicobiT3zSl88NtvWh99KGP5Y+YWQDVCsfDgXxZXQkpjuBLuSj+ajMe7NSYnAnwt1MScggiUe5Nz9gQEYXmtouWjI3Y/MOmSLaLE4w/ghdj87coU2NXU94K+BERA57muus+zNmdkXFz+cEKnCxSGaqi8BJpkCBzzCCH8IdRPUnYb6KBURo7wrOCTLw1aUKa0WY1pXSVUY30j6wIcDyOik9c1VO7JcwHpFI4vDlIq9lNGdxCXML3f0OYjOS0nDeX7sKAL2hYZwc3fbIAIQDin7JKY3ElofGqs6M7NG2UwaZzlPZ1J0C20kgrU2UUmboUypdFaXEGrx2uqpxUlxt2AOIn9j6c0OTbroOcdMbSTrFgWT5Q02dtKxgoKeLEfSQ6p6oSm04JOXreh7XNTmr6oFBj7PIG2wO0CZCIRBQYBvkABaINymgmN7qeSAWGpt7Wmzc8d9y3FuOp5RvWMqLye0METG9qfbOn+6Yw2xSEbIuXxmGgjLhJWAI6IrnyoDQDmYEhHONVQsi4l08JeEQRTpfzNdTIsTwQzW5ZEcG/YdwDnqawMR1w1tAtvgwJwgc0LfoL/kjdNBV8WKRPi8GeKJpZ/9lgdoW4Q+10H43VPikDI/JmVODHHahs4B0vJ5u0jcwFuBBlrsvP+ASVj499cSriqISLQ0Sdy80cm9RBpim4SVHew+pfXUzp9ppH0RbhU7HGoP7BOaXYzZcsW6Yt8CzY2wI4DWQSg/OXYAFhZYgWVKHzklBdhJcSGPkaUuFWwLAqg5qP3oSh3yksV/uchGHLX04pVnwtgBwqBOJBLH6lo74WUVg+ltHl4TMWe1IiAYB/dSWn/E8a1pBRNPO98LYoAW6yblBHzqkBqAVAsoYNGxgEHvx6AYRD8yjVNDjZcuKpqRrTKUk59nd1GFkhtUIkRrQCFXyEajSsaTQsSwmRofwlNn8/4OCiLcfRJrjuGi2Nec1ZCZspmA0VIEyABgsKlxznD5Iunaqr3K0rHyL0VxWG9h+9yuvSHELh1sJbtRKgKm3tEyZWSU3GBlICrYgK+j1RYKIE68GdX17R+ZEKTuzrzw8S8HDe0ethQZY9rRjvcUhjXlC4zmt4Wl4n7PFwfau1w9tFhxev8+P6c1uMxB37mk5L2phvOQlrcnhMdcT1wRgu2B1D4zMCAJuZpG9A6GXNNEqf8PHTYfQZuLFAQJZ6BpwgKgUUAwfVgAycboxwENNgu6BL9cKqn6Rh9VOY709eARLy0NigAF9gaK/gRwAShZQr1tAJTLCnAkOyPVxZeC3/7K1zLAbcnBb7oGGwfs0ijiIF1A6gUKwhgsMgByt1essQ9CDpMOHAOMLzAl+HA2sA7lAZePobccQgZUycAwdYM50uwWcYcAcona3z9q4dTOvnsiqrL8OVikxb3CRQqtpzmNS2fxLgytjwhIDz0wgavTZTfmk0sC++LP5j1iT1ULzRVELEXagrfEBEJ75fOYAHc2QycHJ5nSYH0Qw8RZE0s1Kf0RRoC/8ZFxamY1fOS2sfIChSAZcNKXhIqNAgiXQiUL2WmsYaRQSCDTdfEtMw4//Rq66phiuf5hlabEa1hifN7AWsV0HfKAayX/rChfJHT8umU1pcqoX1GRkIh1i8UEqAzbsYicw14/eBjqEKZU/30mlkl7ZcZV9xKaHQrZzh9e7VmdwGUyLrJ2NrOOBWyos3DKS2WGWdCsMLhLupn6qBh3rJpyQIf1j/4KpCyinUq10/YAB6PKzpF4CnQDMsuCaWpQVxPTduDjJZP1rIsQZWNhlihMqHprZRjfxzfht4H7Htv9hegali/WyA7eDdBt43cT64r0tB6PGFFIL1UUIm1v874mTMq16dU8AUV8hE2hQAyfwiids0g+Xf1fbU/a1GlMKYCn5s4Gv7aCHxR3CuqkorWV1NWWJot2NS2/Mya45SmH13zvHJm072C8iNRLJiMylBiP+htUAAuqNniPxByeIHZ0jdEKfCxMsRmqHJBCcwBcR1BEfHDm4+toGEBu+N99Adl+5JvPZSgc6xY0NU4ocVjYn1XIIuBhQIO/3FFx1dySrcZzW+awLkwfoF9mwmtrqa0fIxkw52aSGccsklZAULaGKzBEj55TTIEy2QvocUzNSWPbCkHNM37PzZUjAPS30zEDJt2QtsXUpqvpUAOl2BWz8MqSLYUsgRdAhpI5NmYcZcgL7JAjYN8+56zChgM/fYRl0m3A+1e6Ym9MH05ZCfyvD0lUJ0T+9urU2AOAJrjMisMmROfYtJB2/sUIQsBD1dOBt8y9mhkEFTCVQF3DPeF+WdmyYSSuyM6nc4p2y8om5RUJ5kI+Kqh1fWEFTeksB58oqLpHQTV5YZrAPEukjHC1ri6pyg5knFxzF9I6fRaRgXg+DLlAEIgP+PncxrfTWjxpMQkcH/8E3UpgE5w0QpWaEFONH0xoZlVAEJ0DHNk4HvEGeRGAcgTcClIYa5NmdN0JFA5FAQgIawA2EfCv0pcwMGzhsgKRadgNBjSLLBqWjRGrxkejSb7Mn3BmICbAeW8wcfAn7MyKwgD6MI3m4zjPvIrWyYmK29j0bdafB8C2RH+sWewwzXmnWqU604lTPvOcDBzK7KaLCMCo+oVxEUktL28x7VFgJikd0e0/OOSbpwtiQ0TZBjhmY2eP6Ls/3z4pcXOfJq2QQG4yIYgZrD5LWBZgXsdG6sEWDGxSZOwnxXwH15QfiG0xY4XgPfkduWGPu6Owd8GOe8QQhEne9ihge0BDy+egp8YJrrpalRLhPKlilbXc5rexSYvvmLLHSBsswmtr4ifdfMwUu4qPo8PyWqqc2y4OXZPtigtXTArTsZqXz+UUAXhPwHmnFBZGx8uLCOMI2soG1U0n22pmIxo+/E5zV5UjyDxLV4H0eNzBLOZVLYaKMQyE/eAyaQQ+agrK5rqgP4jlik7S/CGJ6nHIL8bIauty4ilv7P/kHEv4vrpxIyE7gSbuqfdDTqwwxAujY+EvRIwOscFlIbO+QRFo2pWHFmAqcqU1b0JlZTycwMczVwE4wZGOdMKo9okXBNMCY2aEmp8ns88Yv27dWN0qPnzQDBGtH5oxMgPUI7JXSgRDS0eh2CsRQHAeUCk2I8BEoFM3k+s73Eq9NtuzpUipL0QVjMyDYJ/lNa05RQKI/it/gA3oA2gVIoYkACQYV36IyhYCJwU1wmyg/ZekDntPPtgjbi+UihBFe0/l7HrrEQJcewiBoWsgaAB+Yc7BDEWKC5mC3nptdyBGoP1RGd/HotJ6aCaZl7Dz2ONXVAr/APKgLkE3wSUO6lgCoOKg1StQi2c6Wf2+6C0QQG4qGbyubEw4btDDjIToxgtHKQ/oKhlvx583yayvX1h4otWc8n3XtpaurqXHreAQwG0pZv4UfOge83mpUuhKhE4tzS+w31jCSJ/XlmYsL7hU0QBo/KgpgYMc0gXm5Tsl+X6BbDM+J7lhoQhsB07Nu7NIzUdXlvQeFxyiWD22cOHC2UK40RfeUrbpqHp3pbKvZkrQ8y3ai1n+B7hcnDWhWwY2bTg4DBYZYxwV5lkJ1jBgw0/VRZxTAHrQwjOaw1Zi+4siNUeq5GGQAjq7mNCUs+Jy6RwSJLcB9+r5v/n8TTtRg04GwLpJp5RwoKfU/tMXQjuo4JAATwu14SiwJTT90bUXC04+6XBs+PnhKDAhLb7IMWq2vUdCTB1U9ajHDmUopAUUljwnA4HaLhA5c2EtocmewEKQGZ90SmXw0YwJKNcpiR2+Py0gmazI3BtwP5AAMBUiVLdlyYrOt5MWPi7eMEaNSmAevWtCSAhwtExv4F3Q9wwlnob61DS+4xVD+Viq9gt7RixXiu4FSref6BEg/QLAbBcnrtIKCszSotcEIG04RiaDAiDEv5cGSNtn2kUVgwUyqhPXqFcVsi7dyY0VFxn9rz2fbD985xsZN9J8a5y1okgUKyMbmVe/Gd3bl/cp3UbFICLbpxWJNAoFABsiIhmh/WBiGbw0HNAVcCsZ6PBXfpV0GJKgPfZLuYxLUzs9fjz1gJlZHyOgD0JShpPCspNQNWiSqiqcraekVKHF5FAF+s6knQsBIEhZqDarymblWypIxULG+R6M5JaBAAW1uIzDnOyIYibvZIeOljwBvtCKdUOIfzxz/oXsUltgKZMS4585g3QbTStEBGftkn3gpVQJJQjYjyvOeocwgDxBOyzZAjibOEeUiXHfS9nfKcQBrvn6f76N1WNh3f7iwl/fSwLA4UQcU67qkzk1mIg/CXFFRa7VH8U5EL1b4QGUILNZcQWCOLFxYJWCVVHOY0f21AyKWh5OhUfPJAAVJC8AytODzxy32ouPaETsVhZeFmLG16jCdJATY48Mh8QCY/iVGsjXBGJz4QCggYhC8Lr2wbCqZYvGlovR9TsS4odXAAozrUuRjQZITYAWQEJbTY55fex5kNB69M2w4JFGqK+Lt6FzWFK5Z645WzMDZ6BZMAYBlBrIBilFTB4vk6Z/Gr9kCgBXKIbjwRkUKm4H2a3jKKh51txg3BmRWQt9a1NDhpGyi4TfBkFDAq+TiFVSrZ6pK6PFhHz3XBwVyFbgbOJWKK15dVRaA17CTNYuvMHBMC2QQG4qGbZwvAfztuXCN7Jfalah4aXlimALSSto9ZtC4VBDxKgraaXojB0mhUq8GEidxsbzTqjdTmlbFrR/AAsZw1V5mT4KoVyV85j6xGpjbn49NnnP61oMi043x7wKKdjAXpcmpSxpVg+HAehN3H+l9DResrngVwFSESNQC2DRtSog4A0sSKl07tzmi+N8De+WT1XoxWUAGUJITj5eETpla0IuRLwDKBrI/yVf9X24z0X94Aj0+j52bt9xDdO4+wJIVh7vVDAKeGvn32YmumsaYWu2DHEXBeseBpqPJcFwZOtLmmDtUwQp7+Ri+I6OW5oc4KAPLiywAxoUNk1qlbOaPbQkqZ7G1oXUw56YwFsAw7t9WJzvUuxDRSdziPgADWB+JtVRtn9vM1owLoyMD2/sysoOYYPwPUfsEOmEsF/+uyUFocbfjcQAHhru89KpQ0MzJKaiqMx7RnCr86ce+4Af9DWlQZlCmuXIX3j10cGAlxlezfaYMVWCZCOENm/dwPKQCJFxyaGKAxR9EilXUoGjkMmXACeIS+LJV1YFDH4GGNB3E5xgJ/yrvHhCObEHogg0YUIcOYysXEUdp2FboAQEWPkToJBZd1BwTSFvbbmXhaSDmrX5dDaNigAF9kc7GVydE352dxo2nANusA5b6HqHaf7kYuQtz/hEgc8CI3bMu3hGpowZZcSHBABuReZyVsk1Q4WUTKpuBSxvXgDSBebpbqAG6ZVaKxQAlwJetQ6oc12xJSxiMRGfAQXOVoKhGxRELYaoBAsUrp/MmdoVSrZmcC9xIaXy04HCDdbIK3MsJ3pjcv8ni9qmt7JuPwy51xj078zpgoIx7xglwQrJCb3XddisH15PP/h731rQH1/ZlpfeG6fEqCeXedxRsbkCZe+8w0K4Al7i0y5qHU1XlWvwvlvjeWGBmgaNSa2h6CDxgIwvnZ8vc5o9cl9ItQeYMBFCkNZdkhPkdHjVHOgv4/yJYSKlolf4EBcZJOcZizkmaMAQhU+5I2gc/gctNs67S72nGBhQpDtfTij48sHRFcLKk7GrGCM9wraFDlnAjDa9bGpxPtE+tLrwq0zal1pW6TPwt02A9FR7WIJgCquMsxbSns3JSNHD7hR9RrYd47iWeFcRWIs2htUP83ce4qjug8E/K4vp7S5KlwdUFSAqNh3RspFS5ro+DiRAl2oAloq5DGisLVftEGy2N+AbiBegrNXAOBtJDiVFaHguQ9N2qAAvBJN+cC8zTNEb3nRNmf6OfWmB0t7uyeaPQfRmUI22MBAmKJ9YbtcAs4FwAf6lKcWnUiN7941w2sAC6rdHdpUIkcvXKa0XWFw4ANJuTALrSTwDxY5B44todG3TH/YkOCzn72Q0sn+lO+NlQ3DAVAhStre0Cal/ARc/kSTuyZtSAUjmltiqwBwKaKjYZlY5rfmxQnVj605FzwtkEoY8UEicCq0zPmZRnz2MYspasH78L+XZhVTFMJz1d9uWel1Fo5V/e0JnBgSoFsQpa0Jqxzaote2uhaXl74l881U/HaZsI89peYo5ZoYUORYCdTwsLtgHFHZlQMe80ezUlk0nKZYXEbqW5sJw6RGKEyE6oEbRN2DFrqF1XuvZ94NpPFV/8+ITj4nIwLHRZMykU9dZ1QUI0qfG9Plj+BdqbvrKFRg1HOAYONofpD67DXMWYB3kFNozbWRyrjIhHxpes/MoUJ+vKXXJwxD5aYPbdHP2R5q5ggoxeIx8A/UVM0l4wGxHjgc7IsI3q1RhMshBIDwM5rercweYgW+UTa1cRRcE+833AooYIbgUbtniFtLK6uD9NdtUAAuqDlIFi3kh9etz/oLv4tYb1j02/2EI/Xh27QIA14ODkBOQGvbvlztphgzJe11Wq3EwuQsyE09A0EKTGEWyGOuGuebDzZQB6WHK8QRUEp1PaI1V3eD9QeBnbElgGNgBcCvuWGYU3y0mDNQxmJjhVCG/xJQHywehuc571yUBKAIsNY46AnBiLFCSGby4FtF8SVEQXNVO3xfJFSDdjYhDhqbHJkJU/C3C9CzNMRMP9w+kY4yF3uGegNTXPnuPLtxvVTrZRcqIFWW/blQa6GXs8CmA2oBH5wfvZ79Xkjm+HkgJQtrEamg5VSXmhZOCDBjzm8kkuMfRlnaS9Q7FBptlaq/Y8sc6+XwY7ASM45RQVEje3/w+adbcBIktPecFIby7rVHKbNxIuAygGVb7KUCg1/NGFkY3wOzoFScDOevM5/BvMKqxrqH9V8fVJTulVSjsqEVjoYnAAoxAikn942/Plhz0f7N9x7KEhgpGuoP16tD9wzLJ94nED9B+Cf7JU3mW3b7MR9CmTHrJpgYefxZykSE6AnoxfSeKFuaHyDqRnMoRDsYjvPoMDZafXqHlvgAtkEBuMimufy9F7INUrPwuIWqvcAtwWTj6THMbAfmOkRQi0B0JXeZoc0EPE1TSk1A0S5Z0glmM2Pj6FojcDEKjpjHP954iMb3JZbB4MeuYfOE8E6QC30pY+sFY2EofpVQjrSsIwQwIR2Q6OSZlNZPVNQclFy8BRZDcWnMx+69UPHGBs52qxxwvm8BpAN+xboN1joj5Qf3IoqC+FQ5jQ2bx82RlFu+ie96+rFFluogOlmTC4Wbe4/VGH5nrRUNpXfP7VHcNDRrrOw+Aej6Vuc54RAI2TA/u9NnaJk54W/WgnEbAIXa/yQIh1JO94PgZQUO6xVW623iEtUe4U54f7G2y0qNfGbfMa6G+dGKg3E5SHEmawCuKHByjE4qWRP6vl0/EcTHzRcqVUqqIafBfgIuOUmRda4Ne4o1CvSzs3C8dvNx1lDLWcCHI4OiyJm62HIFMJkYOEdMIGln3EpgR59fzNBQn/UJYn1+mF2CPQIxEKBHRuAvB/9ucyoRFAkeiCSlLfaHBZQ/mSdXYIm5KLpz3BpWLVqm90e3j1kNYGheGxSAC2p2s9Qbvc1v90y8ENqykf/2O/mwA7nZYBumtzXMerCoEAWP3GtYqBKJK6V0HbQa28Rj47cFXez3ta2pnrAWj7iA/DSl2YsS3WtTGLXmjg0dAj4pUyoR/Y3ccFPlb3RSc5AYhMzi0YxWz5Q0vb6kyRhYLNFyPabtXk7rqznnQsOdwf5YNV+eK0RXrNsF1xqLAeOaHJnP+F7bWgRh8J97NlCs7HM1v8JlwS4Fkw43sXUEdgne2LwbLXG3zFdKWsxyVwKkr8Xg7E7wmZ2TMLA0sMxiGSdWGXLzaRrWyPROTaMTKQ8NlxWvEVD3nrYZIHqSPCUpTFMNhZg53vUSeY5a0ebxYA3cNyWqmdEwUs3RQ84UQhaZVzePdp0BQSh65j0ijJ1Vre+B2owVxLk0QNGAVmxSRk74O2QNnMCvbvgG/GmMDFZdQ7/jPe3M+ABzDEp8czYFR+enVOQZZXlOWbrlIMgE0idpqEAs0CTllN66HLugRLlnU/1Uc2K4/GK9pgw6Y46zSoA73xveoAjYNigAF9xayF3l3QdWk0MIFEzXnta1CC3kZnkFnOA1CDu/FGDMwj9YDyqPvTtAu4GbF67xOd8F6pZKZPXxiMuVwhfPsO0L8Dl24XKn/MD6Wzc0rWqqQPRjFBGOUeCCMiJAOSp/XtEMqYZZTcvNiLaLEdVJQtsrQA4krqFjNYewZrhxq7n0BJQ5Mbr59Qhu4RLQz0CCLkFLunwkYYQDhYnoebDWKca6cxTnaS9i4w3atdLxZQcwvXe/oVCMgRhhX3qyrMCMCf8I0mH78MinjPD3nhNiO3JRWDdXJJgNQZgiNCAwDJK09v3X/lj9mwnh4T7Og9g49b3b9eg+65szp3QqwdQ3rz0tnnXjX7NzD9YVZ/L3G5Rs5oh6U4yJg/sSjm0ZcUnweHCke2zBM1dZn97x+kPv/VGKTBg7AhfO+ChjNkOE64CkEwS8jARkcAXIcQgkTtOKqnUuJQGUVHKuNgpSY5Xy5im7rKz6QTfdp3OuF/CBaIMCcFGNc6ZtelT4nW9JRlRW83K1cF6sSe12iwgoIaWgQ/4HmBuWSAifBbB92DegTGwunMpjfI1IuYMlMr2NoDv452VDtEF3nX4aRVYSWqhGWAB6BUHM/WafU7G4ZCtQBhN41wkGCjf4vmBJ812YkeAf3P7SGhcaRm3hSMcCZ8aD6GNAyFKdUIQXih3BCrLR4zGhFIVT+YvA+o0JjVD4x4T9GQZPDAXgeVaWlKMAdrhzSzATWrGdiHD1jCWFDfUcEto8VFN9pWjRGhwPGBtlbu+C6x+lguuWyU3fj7qml+aIZuINdNNoQEdp8Q48I8ivM3fneHe0sNyFykSeWTiXrICzkmLqXiD41ZDdME/BimhyD+nFbRqfp7DoS9jnFYwzHJL+2BoPWgmIHoh4oA3GgUwFydLBcOD5QPAfyjJz3BAyecwp9SZnXg6kB9osE8ZAtZXPbKh2QiNzqAypdg4DrWdwBbg2KAAX3GweNS97a43qyNzQFxhY6qGscM1FvCpNvvGFP1vYW7FUCT5yD2U4S0qIRn/w8ZThRQ5EOhDu/sndhA4/VgtZiRX8sY1ZXc/da3hziAlYN0zsU5Up5/ljttK0oHqVs4XYBhlKh72RzGrOYxC3+90NKBinVgas5WEflvPNy99QqgrOqbbPTWBMQNsIAss2vh+5c+2osGkH6pS5ULjuPu1shUEfE9y3LvvrKwMifNzajGz+3rXM+GH1L1FH4kmhkkZVO3BJcIlfS+cMqzZvaPNkyWWJ9/8w43gAVhjVtTDfCIiD6wvj4Bzytlrt2S3GsRG5heg5FCIl6hlFLOO+DAT7/ZnjUs8E9wllsgFShoJ+IMHiAkXgKBA3BpcItgLUM5fVmHvG0Xlng8fZiV0IlW21f+E7iemR2ISySKmE0ZA3VBnqZ/vOc9/rlMZHCVcC5UBlpXjrW4nyA8SaM6QsajAI/rANCsBFNSMQbdo8Nw1dhS+k1c4Vi53rKPZ2mt/Z8jcEKvKymDxn5Zc/S2B2+rd7CTJ5jmoO0IFCUaA4SyqR9ID2xXcnudsaBo5ezm4ykeheHuu4odGlDX8HiwHEPtn9jPP6WwVATtDBbp05sfNirRe2oiTWIIntjloY6i7CTTQg6YGLhVPbMPemwBAEFBQC+LjHyGk3tdU7AkFvuMpKxC8Ocdi134UCN7pr9sxNpHmXspa+owM23BLa/WGPM8ot/xm6mMDOeCWh0yclLYypoJkHICECmyOgbMaJJYYFH1cHNZ0+IzUBuPKdmQu4DtbXJLK+cQW0wDFQMytcZ25iAlA/8iBLoG+utSHanagzEIOIUmSvrc/v1QNNy0oplc3Hc8EqCfRlFkYm1FFERbsMhvASkXcmNoRwvOH57mvzHdA+sJsiP39dmueL1F57sHk+EPjjI5CiNTS5h3vw9yAn+LnvHsVTjz164+edjQenDQrARTW1WaLa1i4IkmKsZ9rSCLIGxOI0MCDDgQLNQvhAUEPpcBuchRG961s0oDUvO6lO9hsbIIdU7a0IOSgCCxQZAc970laAA2Kg2cQ6718PdSvIO2bPpbSYzIj2S2rWGeX3Mtp7DhXihBs+3MDDa1idH1HXCMpzwsLwgwNlYNKRrdykZUnzn5mKKrbc+LHDjHVriZcsNAsOeWQXQDECC6INWkz6lJ+Ote7HYWjEozd4TCtsWgFrzqks2F9VdbnQh89KlGGNs/dvER323wYWJH+VC+zPNen1vbJWbCh3zbpiTicgAUgXvVbS4rERW4ZZQbS5nNLJU3CzmPrvposNlxpOaf95VKLUc9j+TIJ4Gjdl6nnsah2lLTk/8tLRwXqeeceiDg9BaQJm6ZNAUzRE/HNMTPCcYv21A+hepFfxUYUt3f0F8RPeGgtcIkwt/GLFtU6gzFmOEtukaJSkRfI7EqECxk/mjeB7ClG4yH1ZXcERCvljGpq0QQG4wOYUXi9KVR3QEQDxz8M0QBtYiJcHMCDeWK6Mhch/pLObLAAprmPoNvXrZYW/Ew4K7g6bFVzgHDhEZT8ppsIvtNklNleItpeFPAUlXXljUsVlvAkJLDCXK/480sAyKvZRpETKv07A9GViDPT5sflCrjGyDBCUBz+8hebR2D9fJjS7ldHBs2APE9yShbfmdg9SinoL85h74ABMWK9gOwM7GzIkpoKMMP3tiXHVRM7tBLCZ6wdPvv0R7o6Rn1ox8pQGJfxj8HRHufCEv7Ha1bh1uhfPvbb+zTWATCEnnMlgTnJqUGJ3WlEybiifFzS/tqHpuKCqSaVsLtLDKskyKS7lbg6Pn0mowHpDmiv6h4IJhaEUpQDP3KWAxp5T8LsnuIK58VwiZwn/2HPpyapw8jGwoKPuAt2f/dyy+FmGuxh5k0UQYwpJDBHpmyi1RXhokBq37d+6qbyMCyujK6LJcc37EwckMy+JTAYUOzAWcv5++AhMqi2eK4J/uWYDuD5WKlMkMucdW0OlVer5edDboABcVAtY6DzZq2Sw+9Ccc56X1Vo0eCEQpIeXi40BnGcKfQj0LcUxhAhIc5iHOxZn3sbHYDZ68A3AEtteE8Y+WymNlY5xQ2ts9k1G+VooPoUIxlq0viBNIj5uvOB7z0NrMYFmBkkIlZI+dwZ8wyBEWj2i8qm5oqApZcxCDMRIKc1voyZ7j6KlnkXUSNcWkdn4uIIcCyggECmjAfDXMluZjlCOCAK5bsxkDBfLbkIpPS/a2A7Rk2gcQkgy1RFoTUT5kYM83oLweWUNjWYlVViTRDTZ39J0vqWizKioMyrXmdwa8sIxe2DOq1JC13CtrK4nXEYavmKObgfKgvVhguCAwJQ2QySSqtbr+urRs8J3tPtHHNXS1/PQHY3OmJ8okMOxDJwSZ95RxDPA1x4IbS3k+feedLyOUuNNgv/TvXvh8eGasx9H0KD2O3vfPZz7eFx4j6uGWbcd8mi/1kgEeE2QGjgXpAPpzVAC7BwxYdg9owSEwt9T3NU1dijwD2rryXD+1Nu73/1u+qIv+iI6ODigRx55hL76q7+a/uAP/sA7Zr1e0zd/8zfTtWvXaH9/n772a7+Wbt686R3ziU98gr7qq76K5vM59/Pt3/7tVJaWH/I12Ay/9rmCjvQG5G02kZPtMYafHf54Ln4BQQ/N2pbENMWHkGMN6N4qJLE0H4eVBuO356BM6+kTkpLnUg3NjYGGlLX/WqLhGXrvbLA+LS93HdnMWGmx8QTqPns3bDvURPzuTOwDqxy+ZhVwBGsRwhMWqRxjggTCrrQFaDe2nv3Dlpd1ZYdNDXm+NlwCKNlq5spTKsINMHZ/sRZDh6xBpIQE/7OX22HpeV8FLqNeJMr+x27cEA5BaqRc16Bdk4ouX17Q+KEVja+taTwruArkZjNiJQDFnWD9F0VGxWJM5cmYmpMRje9IWD9YIblcLSLfK8kUmNxJmVkPXBdgFUSdAZclEmt9KIn+PoiT2ZkqaX8awQhXB5QQqdAna5+nMHiuWJegygXh1b0/ltDdP050903y7/5np8yFgeDR8F7E/SL9AUpHVT8oukyKZfLn3WML11OIGsXQAd36lNCzjvU+l9gN4YHoKjVuT7PFw8xXxTyl1cNyb8gaEa4IKSaEf3jOIBKzSoNWNH3UTk27ClAe2suEAPyP//E/WLhDCYDA/s7v/E76yq/8SvrgBz9Ie3t7fMy3fdu30c///M/Tz/zMz9ClS5fo7W9/O33N13wN/fqv/zp/X1UVC/9HH32UfuM3foNeeOEF+oZv+AYajUb0Az/wA/SabTp/XH0W08rd33oDDiFpdY5t0IjZ946NFBsFoqSRw79CoFDN/nWdu6wtlJZ8w/YdqP/Y4ACrX0Oeu7FC4LPF/2wFNQQcmBRBbNKWAjbG6BqNgA5Y0MLWCRiMDRMFU/ZhWRlkgl/6NusBaWYZSs5OGoaNcU9chdGm9al+Yk1bTA76tIoWlC5UsjNCilMlWQlRefOqn+D2ZYhK2dJfWGvNPgv3nf5bza2by117Xp8QOAt5MuuytdriEsBu+jZ3HYVwSlTFyyW9E9Z+PgLTY0LlJucqgFSmjFxhiY6OkF5qiK044C9hhClhymmz7nIhuELjuBdb3nkXtL0L/g2Myr7ofnePSIvLjDB+RKLzYemClRIsg4C9mdPAFKVCH+trGZ0+RbS9UlMzNYhRLv6h4uGU1qcZKz6gIQYtLs61ijLmQoSjCEWcg8I6qJ2A2BtYx20aXWStBO+7+kg9tx3zo/tVzz9abU8V7HFfqf1F0Iqg+A+UvUvCysjPHf+Q9QHEx5YthiFyKCm2cAv2rT95ZiprgH8MGsDLpgD84i/+ovf3v/k3/4Yt+Pe///305/7cn6OjoyP6yZ/8Sfrpn/5p+vIv/3I+5qd+6qfoDW94A/3mb/4mfcmXfAn90i/9EisMv/Irv0LXr1+nN7/5zfR93/d99B3f8R30Pd/zPTQegwD+NdYUmYv+LNY6e696cb0AQAWZacEgECiqagm0KK4Bk3tvBFsnbz5qVWszSF5EaOJM3aoEGpfLtUNCOpdxBUAYSvEhFOpRefXJjpSjACINJyaWMx9uXhx9P201BGF0kyJFHKhoOOAzIR+XOdq0xYs0AY+bHz01gWXEf3MqmqlwhjgFCDLDJBcKD91PTLhgbstpKm4Dk1Xh+TyDR+NB9zHfsjomCvdG5jlqOYa6Z+DndeOKrFPM/eQTOS0fnlIG8ijEimxGVENZhOAGq90qpwT57aab/CShg4+jwEtNp49lrLBx3+OaKvDMb6V0tAh98x37ls+4v5co6Nw09Ah/HLC6mtLJ64TUiOfFxkOAUpizGFCfQuiNi0OkQhJtrpdMeIWSwegUhDj8OkA5yhtaj0CiI1Gl0zsVVwvFnG4OMzp6A8puI10W8JIIR6xtroQ3Ev4EjpeJ3Yxd6iF7Yw8iorMTvHM8ZTYm/FsEftcjsQLarlMOLD6w72rTKgCIZ7JZIiOiTQUFIOVUQxlb0xX4Kp4nHPPQLiAGAAIf7erVq/wTikBRFPSWt7zFHfO5n/u59PTTT9N73/teVgDw801vehMLf9ve+ta30jd90zfRBz7wAfr8z//8znU2mw3/s+34+JheVc2VATZ/RFqP0dsKiM4OHGxGSsmFEBpD4LvALP8CnaChyHi9gZlIbkT8S512vJhCblTPBOpmLnIUUAHEzgWApKyvJpIJdIruNSNj6qQY2c81z729PVhQvAma/rC52voFUFogRFTAEiKQ2SWiKyCGln/fg1HzZOuocwZGaclMTPDlRpQCL/si4rbgn1lCG5TLBZ0w+Bp4AxbrDvndXj368yhIaox82VA56LH8HXwcy0aJNBcIaMsFa1+x+Xv+AlHx+zNaP12JwLZFpVhHbBGpbJUy3fP8hhDa4HxOsRxJcGU6rZh6mh8LCwbz8AJ4VxPvdAesEIzgPmLz6v3pgh+FpAZw9eIJqXfPKbgTU+GPb6aheoraF1iTsOhrWl1LaPtISaMrW8q4OI7VORtKzQDKPKMizQmv8GqZCTc+8v+xvhHsuF+zktUYBcTGoBRZQqhjhZeDM2ZiXBvUg/j1uTsiPBox5b29htbKFTRvP7LZNUZYexlNDdF2LzWZAkaZwvxY1w+QIc4UMRURp6oehxufUgS8C5+B/DyA7WVVAOq6pm/91m+lL/uyL6PP+7zP489u3LjBFvzly5e9YyHs8Z09Rgt/+739ri/24F3vehe9qptnAssfHR9wrHSsOqvTpa7ippRwpwzoVC0lHHYJ/07qmDkPfk1YGBD8YlkDjpVKX2zxWqEHKLwE/CnQJw52e4GHsatNO7jWuTZlLfzt/WZCUsRWoa0QaOeAYeQ25RHnIGWRq7zpKn+xFsxbDBJGVPboRCwxdr2Y6okIvASNsiNR6RH++Byui81Vsf5tZgVXVjN8+aiICIvYS6+MzW04drtZx9CXHqQjpjh4vuywyJD5FyUI4kqRDV36EPK9c9pcIqrmjVj1Ji4D1vzoWDI+XKyKEfIW+oVShOBAQV0wJxKHwoGtdUL5IkBKetAXPTVaEeis/eAZedNsflmjgNBcnnMNZuy5CH5A+rDqQWhVT4mWj0ou2+YaUXJQ0nS65eI4aBD8+J2L5KQ1x0OcZlNaViltL6VMMoX5g9gE9M1nYS0fVGYYDaVLoQWGsrS6LggXr5XwOWv05gxUKBojFNx/+4cS9sov753a7H7X5P0FqiPPld9Xq5CywqjXspA/edkt3trscUu4UTX0oLeXVQFALMDv/u7v0v/8n/+TXu72zne+k97xjnd4CMBTTz1Fr6bGL5rejLWfdkfEMDeX2y6WQt8GFbZoalEEyuwOtnu8sNpBG2+PSeC/REe8KRuhZ2HPF8HgBmvI3rgely7u0XPtEIKO3Ju+fyekLOGRiaxuSpOdgD6M5WhJZyzfvF98ZLcS0Ndg5U/vCzcCKz2oJc/V2SQAM2QC1PfQGAVre8nMsXOxAOo13A0H6DPlfmyhFzdXOn0xMp38jUZf1ByHCEsnnazdb40ryGaWdBWaGAGQdgdgvvefrWjvhYQqWMsmMJLTU02VPC/oE+dxpUdDc81FcHLKUGfBKAc2mHW0Ev4JW/iqb57tDWnBYdGjTqqkCarzLGB1PuIN8MwQbwLUBz7p5G5G5WW8BAbZQDBoI0rA9orEnqDfqk75kU1HBc1GBavJEP57oy0HQ+Lc9WpE9Rj/rND0U27TecEfMo8+rGTOmEloe5loAaVqHUmLjMD9fUGPDikMlDmvwFVg6TuSLPuxt5cEi83SCnt1IuyasJUkTQe1X7DAcpHIXiroiL2GGoFBsnR6rz8dD3J72RQABPb93M/9HP3ar/0aPfnkk+5zBPZtt1u6f/++hwIgCwDf2WPe9773ef3ZLAF7TNgmkwn/ezU3t3Goxeks2F6oNVjIu0iEdgSq+V/ufgk6iojpjymFJwLF8X1wgY+Gg7Y4st64GiD0AFdzPXd+U8N7Uy9rDHLsDCh6h24j0NabPgcCwwoSm6PP7glzk7A2rLXoXBSxa5oNBh+6j83chHOLUsizF0X6QKDDKgRLHTIzXL8988/pTlNTsAkVHY21YwPg7G4MXgMElkFY+v5TRRwU29BDaz+iCEYVyTAFTZEA7UQQ3FSa9aLmLIGwt7EjEUIojVDgWiPUoVhIqVtx3bRuHou2I/gNJDn6vqL3E1Fq9P17SFnshjylDXC1yTSBywaxJUuJTq9QwwIpofaaoIfmmJmE6k1GmywnmgAqIxb4EP6pcgOIom8gb9sNoyWmFgd8/8sRJeOKuRS4Qif6RDol3AEHghp5CkBwQ505MuszfB76u85eFZwb0mS3kx30oyr1uS54/5AKpuDTwCAkxbitpWKVaq4KujAESIqoq3UB6Gu3+9Bg97+MaYCIpIbw/9mf/Vn61V/9VXr961/vff8FX/AFHM3/nve8x32GNEGk/X3pl34p/42fv/M7v0O3bt1yx/zyL/8yHR4e0hvf+EZ6LTdJCwox4MhP+88ToH5JVd1cytcZ5V9t/55QsJHa4edqLOzORMU+40u3+U1czIMD/8Si5hroJw3n1kthoA4GaEesBv8paOXaetM6EoLxtlbAd60K8c3LZ8iIgG/d+Rn1z2CIu4bvvjK+WKRi7t2oae9mTfNbNRMYibDe0S9bdqYMqtmAqzFIhIRYqDa/M48Bag4Yi9BCqq4Ak+6/b053rI/oGrCbqd5QI7ByJ/4gUAyiFqctG62H57knZP1Dmdz/JBQBUQLsPEFQIBsAwgCBb0gbDV1DHUHWk5Ibe28675NSYvmHYX40Oo7EJEwkFiS/m1F2P6f0FDTHhrL4WChvk0XGVjsyItZFTpsiZ9i/qDI62szo3npOi/WE6iJlbg+G/821EWwqCJbQKNPxiJWK6d6Gsv2C6lklCgnqUyAbJkw/3XG/2h3iPSetLHrnRZSLEPEL14VCjzyF2ry/nMZsU5gh7IGsrIyL6CSl8f2E5jeI3y1LCy7KnJ8NYOM0vHEM0v/lRQAA+yPC/z//5//MXADWZ490v9lsxj+/8Ru/keF6BAZCqH/Lt3wLC30EAKIhbRCC/uu//uvpB3/wB7mP7/qu7+K+X+1W/rlcAGjKag0JgMLPWGFwVvnZKzjq09Ouh/Bz72T7M4CUwWx72tDkjqkGaDcHTkg2gW8FXlCi+U1Ya8ZM0MF/VtHQw9DXt/BxGISnEYmwBYeyAnLUcO5wfWh9h8ZiRSYAhAbKGhcIMgNHuSlgZFEYO9SO2yQCH/ZZrIbe1G3aPWhB5z4UXa2DmIEEKD853CyIbwBSwFUTO5XO9LPZcc3wuQfz6yBiuyYRaNWcrQB5z0j3F7IF2n77ugvmFj7+2Z2KmjSj5XXxEfMGj/oUd4iVLaFa3kH3ugv56ntGPQiHRR04w2Zp6mJYg9dmAeAHlBXQ9nIIvwh/KMZADjZNTgCgkAmxRTBgKnEAuGGkS27XI6JlRqMjiS/h63K1TBM4CSSO40xSqu9MaLnJKJmBQknGCqRu/RBKAyeUngY3FkGAOoF94d/RtRSBlOzH+uF2kBZlrYco2hq1RUzRMpNJwc8aXpWVpDliL+KsJlOfgvsMigf59+szfA7tZVIAfvzHf5x//vk//+e9z5Hq9zf/5t/k33/oh36I0jRlAiBE7iPC/8d+7MfcsVmWsfsAUf9QDMAf8La3vY2+93u/l17TzQmIdtHviuiWA9qIare8m3NC/gpedX1Fz+++uCKv1YbK1hYKe4iPe32NqJ7KBgTBDw0dNdwPPgmLVwKPupH/7SbpYgB09TMXHKT2DE8IB1aG/kodBxh4fjOjBYLnLjXsa+aqabzbCqQK62F6T5zyHQs0Jh9DeD1mTQUCr7ezzmZo6F1ZaRAB7zj1raSBIgBufJMCxZujiaD2UrDOq2yELRxvIJnDdeMFQ+r70UtJBaC27gN1XI+CEiIJbl1DCbgN6uaU6zvgGAT9QSBIGmegWBuFLoT19fhj1/PXZGTeXICbBByCkQ6FjiybH7ubIjeGQNAR6LpPUeI4pdMCAYEjqvYyKsd4kZAua+IGINjXwgXA1fEsmkamLPca1SdFqQAQAEWDVjk1S6HiwNWBGm2u17S+g3TJODti2DpxEBrWd9qp/lJNjl43bi9q58FnAe1HM3lO75usGVt6uxRkjwsercBzolCEPqPI8VTYyiD28wEGeNkUAFereUebTqf0oz/6o/yvrz3zzDP0C7/wC/Rp03YgYj2HSVPMat4Bkc1456YW26xdP/ERuZdGKRZIQ9t7DlSsQgjU5BnlpxKdjjzn8QnwdYnm7cD/btM3CY2aH73HuO6zVL0gwsB6webA5ClNQosmodXjFZVjovw4Y3QAleU4RQrkKjoiWVmooYDvhe+957HryXb7gxDHP4wDmQgQYrBsEAvAwmRqYxngU8amZ6oZQoU0ZSV36XKdFlk70UmPmeV9LJahla9+18pINOYjdq3Y32rugQQg73tyv33WHd4GrWgE13JBuBGUp1fxjIyDGzNeylrb3M24BgbHb9gbRqqsIekZ30vo4FmTxslUtnCRJbS9m9L2MKNyjpx/1T/HORDNb4vAd+hQiviPhuafzOgEGRD7FacdIkWXhSpn4whVMo95r6Tt5TE1z3WVL3vP7nm5yYvMnTIEeL5TWbvMeGjRDvD5s/++DczTc+fee3MRL9xWS2jM6V0wmrbXZHcAYk8QCNpHhub2wbaAl1VaPLk0IACuDbUALqp5PvZAAw4Fzg6rShKBfBw9DOQ5T1BXaGHFrOC+e0BqEaKL5zfk5Qdkx1HunOZmKG+T/hfNGRaBO0CnNHoCI4QS7Q+t+AR11DEWRIRLLQJQqpqSqcilhwXBcQC+0NC+f0+QuYsHk+ONsScKXz1DOz5snHBRoDpeNRP/5uRIXBeY22oCJsGE08mYXwEZFuC/h5uFeQZUUFj4rNTYYimLoT98VwpY+Ey8OQq5JYBSGSg2REOiQkYJ3N0Qc0RhcbBwiyKF995/Q5Hx+OBBO6ZwcoN1yNcGbL9p6ODjqCyZ0vohxABITwDjEcgHFs69TxJNURjLRs+zMo3vKprdkWqRzs1iGqx+W9dAu1egMO5/smalYYlEJ6AHSDkESoR/UBQ3oiSisqKXEdGjwEaVHjUPOlMEJFXFfkolczMYpktMhYHoma8CwZh2jozwlw70xiPh0K7yiL1/7gtpjfplV1B/BJHyFVkdXGgH3h4wiP+2DQrARTXPUgreNLup9diQTuiblyU8b6fw77O84kNTHfW8Juaa2PRsBD1ToZoCPB4JR6zanNXI+SC5W3el4LjohmSsLh6GETrW8uzcu4lbwD+JIlbfZ92iIbCwvQDAUPGIUCNH5yv+EMWwyxNaPoIqikIDCzcKhAICtce3U7r0YVC/GvYz3vBSqV7IVK+iADCtM0rC6sJC52ietWV/DZeiFqqBD7hVtALyFnX/u4JUYwvNKQGRsUWb94wDDTl8ZmG/u8ivYms1di+R83EYYGlY+JMj5O0jm0MEL4IUp3eE0MhLA1VKSGJJu8Lr9j2nBGugpoOPgQI5o80jCdG8lBCbCgWnzGHg6VhlnD0ha99CNCp7JoZ06DLYzqKWrxHrgBoGzDiIgEewVRqFH+vYZrFA8wDaYdE6DwXQTH36VsO5D+Zaj0fe977F1rMOz1oDD2AbFIBXoHm5//ZDJf1DDVfnW/Pm62GtttNWe7bC0L3fO4S/FcjeBhjbGPS1gu81c14YhhPdUENJFLHwY5Ho7m83V6byIeBPhocVq18kRkDG6fseeXOzdeVZmVGcAKH1GmMW6/s7HK/pCyl84IAvrkqkNj4Et30zLWkzzehkO6LLH6ppdkc28HyVclEl5nw3xEXwOdu0wnB6UHwJWQL8SJmESCxUFj4aAo6cHLWoO8hQQEUdHteHMESeY2cfDoIpOy14H1oFQC388PgI1bIeuh67J4Si0IqKWfGOlQ6ce+KorY4IZCSkgz4zSyec89BVwesz4Wybw483dJyltK1zqSkAoc90yXJCepIxOZVDHvvebe/a5hnbd8bE8yD2Z3MZ69HQLyM7BS4PTX08k+PYFbAVnv4QTdFGjLc9hCXJe9eBH5vUVRTCv816se/wWfP/ALVBAbioZq0nQ+3aauNtc8I6XNgxizI8Ntjg2g6DMcQ2SfMzaon1Hb9rXLGgL339vhcw4tuPzoWxpLeHKa2uCm84guaQGz9/AUFZoEBtb4hrH7jNDxtkQFCuY+gsGtMhQGkFgBua82kGFk2f6yNLOCqbhT82a5wCSH8F0hfcQE3rh2vaviAkSkAkttuU076sUOcyqEdyfzK+9lqIHTj+jJTWjyIXsWZa5uw0pfnzKKiD4LlgboM5Dr/TrhhX90GljHaekb7X2PPXSoY70PzUtLQ7Nmg/zUspQe6Zmlx7T8nz/+71d/e9L1YTVEhdn3LAp3He/jmlTEx5CsbgjIVg3LgG1wjYprR4LOVyySyQmZMA2QIpTW/CveQ/BOtqCOeoq2iotTUFQRXiFaTeQTUDxbFPTs4uKmSpzKQKKOiLWQEI7s0GUNoJLZlLAee1KYuM3C0lldhD7vhCHa3U3YMMxATH6vXmZQH0PIsHsA0KwAU1nSLWfmjUUrXpuc0lpghY7bljSZ+vaSPWH4M6xkZP93Vw7gupf31oQo+m7o0lKvyJVo9kdPoEUYniK4DzxzVtRzUV+zld/v1UOORxfNrlt2dCEY24qI2hEyip6W61/9sKQvsM+zYndS/YnLeXGqKZpHzBV8uR31VKtEypxr2AFGYuGxjTFG8qqo4RbIkOGk4HE59w9zrYPNkvO60p3S/4GtvDnKpZTmkJJcDMiZpL73nEniH1zEXkmbrNNsIx34I9EeEvDLmCUoRr21M4fcvRyWUzHq/C5Rnv3k5L3Cmq5gH3zVlnMMFnwb3rsXTOP6NWfUyBsS4sickB8ZZU0MP64bTJW1CGkeqqN5d4MLA/F7paqNDpFjPJvBDhL3THCD50J4MLBGeCnwDPcyQVGg04564fum2gVKCyIbtNZi1sCe6D8f2Ms3UQV2AVKtkfZXzhftaCB+2x7bs9SP1YGxSAC2pRGWhWcJQUQ1ueSqAiRciLA4huxP4L3gfrxzbBnS6AzoWCG7QCX48h2BRbq+1T0F7YikYp1ZROniYqrgBGF2Y1nptRQ5uHajp5XUbZhwQmd1aAsdBi2RG77qsNmvN3Gk82nHNzgf+0ulwxRzwHapmsAw70gzLAz6RxVhDPVcnxXUSbsxU/+H6ZJAZVDucJTeZbyrIaJRro9MkRjRapUAhHlKpOYJxOH1XHdQRbYNnZ8q1OmMdgfX2euUZU+Eeanm/O+w6tP4ooHRFqgNA1pd0+7UHKYux7h+xx3ndnLLKOsrBb+HsXC1BBmwIKNw8UvNmL4psHCmGt72gGho1nCZ9xYCmzngvdcyz1NYSi2jD05TUlQBsMIRjcD/y5KQNuFUE/1sZ03QgXApc1vg7CIlNQjMcgwbFAHVBAaX4LgYXI6hHBH9sv9TN2RlTSN8eDMvCyMQEOrad5ay70Q5uXrcfyMqR77rPegjX6Msri9c7X14ycuCtIqhXwAazXt981Z3yk2PdiB8biALjy2uOJCH9DSYwceQRB8aE5crIBQSp6Nnu5SEqll96nn0n4ZuB7r8Kdp4apEyPKmZkfbGrpYUHjSUkpNk/cIMh9TF0CCG7+3bLj9QndnoYYCBRgSkGiss6orlKajEvKZyUVj5V0/HqJEWgt3AAZUUK6k/ao1pL3Oe/+je8mCOb5rCyDM11XhuFN6Zct/bE7PAIL75LD+vMg0yHWXQcNsQ3upc4uGrloDHFx/3oG2TeGyHEWrufS0eCTsBz5fahD2K9m57PP1P0t8SRAFTgjxSN2MHTFhgxMioEJBTYf7ymUio43kcqiKC2OGBeuKGoYL8FkWM1r/nz1KJTXhLYHyORpJ8DSUWMYnIqIbIQd9zTI/HgbEICXuR08PKcsMxVFVNNpNV4LBVLI7e60hHaDOw/Bh72mfSG1HO8V/jHLREwe/+8+6ysmxKzgDBQUfpmtyRHry0Dc66sJba7VrfBHm5iSquD5R3liUOZOlVaVxO9F0IG4ZechGB2LTfXXyejoYpJ2XtmCggWD1LG8ZrY3HmVlSt1yJLUttNOOIxqtbZENHTgFFsTjhtYrWFAZbZYjoj251vjqiupJTqv7M0ZGor74mJAKnp/nj3bPXm/M/r23E636i6FFwTntNawV60+Cex1C6zuiTHi3aX3q5tgzA/Ji96A/Ow/1dmxc9vwzrhmmBkaJevr6j52j9xW1blpuDpMzr9GPGtUZcVAqHBUjojRDRcJc0AAIfVOmFwgUAgCZCdOSM/U0JrTiYEmDSuWmguKoprpEcGxK5UQKYSADBtkvjGqYLCBkHCwezajYl0qM4PewSIGeE807MjS/DQrAy9yuPXWFWQ+dBWXKoHOLFEHpCEzDHMjsYG4T9Xeul5zWEiHe6Ttu5wYYa9aq1Bu7sjRbf22PZdJHucswJErlElsL3LDxINhtXEs9gk1KKX7avGnPDxIfuBfzEF4z/D1gNewI0XCuKBTiCZWbjGpUCeQcbcQBmEEgI8D8s0pAZ0x6zBrcUPsdhPv4OKHiMlEFnvnlmPJxRYfzLVVpSeVoFsx3O0Y9frcU1XPrBkb660IrBTHOgRh8Hou58ObOCf+2o970r8j5vouiXZu7WoefIOx/V0T6rnHZW4j2G3cDxFx0HSWg95o7XAtRvd5/V3SQJVfNbMA9ADbKhCqsW7htkIZrCmyJ4DdpquDzVyiElxZsOgVCwOV8sd6zmrJZSdmootGoohL0xnVK1SilqkCgrygfUo9EEL7j12VcWtm6zBD/cPgRKYFsS2+7+3Jpq+fV+B6MNigAF9W0taCsKYayQkvCE4zmJbKwsA1qY1a4NiI7hLJjluMugezOPeseYsed550KWNjO3MgiljcgQwT9yfdmkzLV1qAApIYBjS2RbTtWRyCyKxpcX1oLRWe1qs1UWaZnEgCpa6CCGQh9qjRnJYDnxGyelvYUqVMoUmSfeazPaFyCaYB+QdeMDXMDWLVKqS4bOl2PqV7lNMO82Ah1u1YiY3eCXmdmxQR5JG2wQyoV6HQx91O4FqyQiGaEhMvFnRcE7emL2jVHZz//c6MCekjhgMJn1EGR2nXjLFRvjfUL753j89AQ079GCGPv21lC0cwpBDpSUPE+lVyRT0peQ4CnxvoHNTMi+MenAfWwLrZl0iKZSwQEYlwdMaU6FUk+yivKs5pDCuo05XcF6BkUANwRIP+TpzMmXbIxNAie3U4bOn06pfqFVEqRV4p2mG9zyAQI26AAXFTTCy7YDKLWuLI0EU3LBBtjQxFrtW1DxhNjC+MzA2tcC/y+9e9b5T2CzQlEdUzs2iFqELFm4oPoHo8XHbB+BesfGwn8i2lD070tQ+lFnhLB1QL/I1dPU1R5gfXXgbENtWmvpavv042xLcPrbSy2r8j9MVsiov1NDXsW/pyRIEQ/+IdiS+Ojqn/eA0UvFJ5SjRGV81J2AwAJKFFatUwpu5dzjIBvVfc/m9jj6aA2yoXjxmX/DpGg8F5CZSCiYMZQlt4YmF2FgDrH9owtHOd5m7dme8bh7QHtH/HUzJcoocy6867VnDVOu2gCV5YrL+2vN8wV1haE/RZVBkECZNIRoXBz7AE4J8x+ZDuA4OZS1xDgHOGP4yQ7AaRX4BVgWuwkY1BhTWNKs5qLJKEaIqfuGgMI/1bXM1o+bt1fEj+APSE/ypgvA4GFjIRxAaSIJXEWWvMAtUEBuMjmhJGK5LdmsbLY9asPbRfkMUiTqcbiK+aa2dC6uQgP0oAaJvuwsJdcw9/E2ZcYg7p3jFNODL7TxmOoucR49GNCCps6fx5GIQdWdnBdVn4sTA64f1bRdFLQ6XLCSECzh+0jo/yOqYGu+opBum3kcOsT6UTDhy2muO2y2sxBLJhhGR2lVB0KfJqCrhVR1ZkpqLSW1C0Ze2SPUspML5pjlACwz0G5WDye0/aKoEx7HwctslEudgneUHEz3/WtnxDqd0WAYtOn+tHIgJWb3uchAvASFMYzBX24RsN+QoVLf97TjX8zO1rsmD6LP2odxPqMuI1CZVEPOKTmDSl6zQseiz8Awx9g/g7ZkaKGtu4DoHYQyGzA4P2Fnr5GPYOE/fVAC2a38J15F8qUqmVCFeIBUNK7SJ3SCYUBcD9Xg5xKQSCmPh43lK5AlW3WDOyAmVxD7rONb3hJc/oAtEEBuKjWxDdAT9MOinVgISNqe8NkN41QbyL4zZwkVbIS2p4kNL+V0Oy2+L6iOc6BwIi1qNDzIEV9H8HufdbmrJQQF78d+ATjSb3qI8gu4II2ah7aP6wD2xHy5RKkuglc2dLpdgV7zCq1m0ef0tO9tzDyuAcxMX1gTHsvII865ZLKsPiZ5pcpi4lmN1HyVvEXxOYhEjsR+tFxr1gHqCI3Pk3YWsN3KFrD60NbilrYxe47hsboxxQGoAZKgqANwVj19xFq1liqZhcJ6FnIwcedxxzWAuhTBEKBqcbs9fepGJPR9yzULAJluA9ROM/FI8d4z8U9//BmjSJg+rDniOtSahLsuhbWGaL3Of0VaX0oaw3wbiZcBcV+JrUDYKk/nzCREVxXLNTxDx4Bk1GC6odQjMs91CGANoC9sKYEAcB4XVa5c43iPK5RkLauNZ+o6xxz9oC0QQG4oGaFnEDMppa5eenceoxQfpZzvDDwgQm7F5NvIO0tbRge4+pfSUrrIqHRqdCDxgT5S17zETh253G7/g6D1pTAEQu6p+sAIMAGwCluqKAHeHCT0enJTLLz0N8mo8ntjKZ3bDniCKyvxhRjjAuh6Sh8HZuf2F4YBMLhd4wt2xi63gZUqgKLMvMZw6s6SrQLw/bOsR6iEl6Ixp4BUTDCWuo1xPsWdkEfNQkhepcv37yEcdhUTxec6X+vn003w6Ath93ev6Vu3u3zd9felSUTClFt+Z9XETzrO/t9OLY+lMF+p4/r60cL710BfzrugwW70tA6x4fal/rVWvlnNSQHjCHoLYeAsAda6BDuPHyHWgkoI47CXenzqDAKhQHpgCiqJM8dLr3pi+LyXF9NqeZsGhM0i/WyysSwACeIKbbU1vTwSxAP0t9vgwLwCjSXd23/VpuhXqIcbYsqYUYbBn1sMi/ZP4b1DJKMOs2pKYSbGzAbLMmY4IrCoPaL6GdWSkY+D631XS2wIKKbdQ/k6gWFmepp4/sojoOAv4SoyKgCAoCNIG8oO0lpfkMgSgthu3mNCZaYohRageaeHRztjTEcsDonvDcHjUqqHhQ1f1zmGtY632Wx9Fl+UctZCdeIYqGVFC+lUAl/504y5C5cD8BafzEjXPdpUBgcH80i0PMexqbod8ITerqYVP8cOJda+Ewi4wyveb75tgNsi+f0ZoXs6jMql3oEdOy1i9VmCI939Lg7MhZsXIvHbBlCOH7flqFPjvUHx/UDMuxNRqDvGe4OwxVQlShwBYteeAOY9W+BegNABxIq96Tj6V3i8t2MXgEVsMGzsPahL68kzZrXGvZK8BLY+gvhsxmyALw2KAAX1NzGp99T/szEA/RsEpZZzQk0ziEX/1iaNVQ0EkHLAXITw8LW5+sPNnd+QayFFJT8dLtnd/f1BFrUgnIX6flcf7+rCFHwN6zZvecBDyImQkhD+P1GBsBpQnufhBsEPPk+j7lnufRAqR1h4Fm4rmBpcF+RjbFHgdH3qz9r0R8fbtXfuctp5aRv/nfoDWe2iPAPURqvGJBuAdLhNmSvqtz5B9UiNy3ta3e88WA7D/UJ7u3cKbMxS9z+7Z6jzzGvrxVTOL0++q7n/lboRs+abceoH1zke9uf/t2+1z3y0PIutNlEMh7nwgyVXXuMGi7S/EBdXW6B2hm6YGxOuCxQTDZyINRRPVH6nt6v2HePND/m8kD58SPEHNQu+Nm9H8w8KGWP0am1/vETrgW9dw2UwPE2KAAX1XTUr63ox58HEKXaUzjYzzBq1ahfD5/xOqeiAllGxbzb9dakvpn0N23xhs0PxHOD2TXo3Rt2D0zpCfTYOTHIsk+R0IIIm8H9mupRZti/GmEdWyS090JCe88DXhcft7Z29Vhi0L71+0d90W4MgUIRozQOhX9sM256orbdYPw8dw3Ju8wLPVD3PFWgU88z8xScZAekq+aoMyc2bTW4fuc2XPxF41ewVBwDfrCff2sdVKJzn2qgeiyBApoE34lyG+Ep6FM8dZ/Rd0q/sOpZ6fiW2DX6PnPf9SAAnePin4UKiLuUnWStjAXrXCiWZZ49wRko6h5SoPcK8zkK+SCwlfewqVQHRG6/GwKKB8GSV2gRQ/5FQykKGB2bS6vgZrjJMrBcohBRLcF/QAP1c0awINcPUERZXnGmQQlwbVAALqpZUm35I9hglLWtWeAq4bO3VbKaJOVDaif4JSCOI8g3+CeRsXyu7T4iSDsbZRj9HrMsdR/uniLWqN7QY9eKCP+OMgJ0zwTycDAPeEIKk2JUEs1vo7JdynXJcezkrlTIw3ewJs6y8nBMlRtourb9iiUSJSiK3EMM8tTz7TZKq+CFcxBabeo56SBJ//vAb+TON5UBI/3FuB6cC2pH0SfvzrS1F/tcrQHbt401YKvMigjVB8vNUH7rgFBdGTIEX/TcOd92K3x3Pv6dCu+n0Dq+d2ONhgpE7LrnUQj6FGndb/gcQmWvj08hVICUTcK/mlLA3XW4Y9jKHcEFrUAgBKieeTAk1VUrn0IvLELbR+5MKqG7P6niif1wdltSgsn22aj+kEqLeAJbhdD2Ngj9aBsUgItsEaXe7us6rZ7XvNk8seDhP8MXBYK4ioxqW4WrThjBhwaMNEAmkOmx/jtCJtgoPGsv3FhsF6GFG1EiOgiD6qtFBnqsm0SlPl5GZTMEQMoXENLTO4iSrygp8HtNk/sm4h3oiA780X0roYTNBTEVXNVsT/7ODLmJLbHrLOhw0+vcb2RDDTZeLz8+REa0cmTHF86rZ5n1CYIIkmK/imU02GcdOT7ajELi1XC3td9VUKDrC8c74a8gZD3kWLVA92U75k6gml074d+xPs64r2hwZwQh6SiC3u8qGDF8SLsEeey+dz3bs+4HqIwbTaeTbmptuK6C310/MSW4R4GyVQMdgmCeHzJfsIchm6lO1XqwrkfsYaUEwTLLny3jG1yf3x30Vzd08HEo+xmtL0vpYXZ7lhIsCDpg7BEcTKvH3h0xDW1QAC622Y3N7pXuhfQzAfgf4Hw8ILwUdw1tJiA0RNSOM1c5CzAaXp75bSkVixfFpsDwOQo+67V+YhZjj3DmX3X1LSvcKRBiwXlR5UJfzzRYjhD+y0cSKi4hWlhC/KEMIXUI+T+sBHDNdTUsvTlp4c9BSEKmBCIlCP/N1YbKObDCmpUnzFe+SSlf1ELP691ssHFG5kVDvVoRiQr/WL+2687zCWIwOkhEhIZ2l7CIPUMnbCOBoxYpsMWrIsI87M9a7LGgPz1Pxqhz5/aO1SoEuzgivEEb10qfQDe/u6XSd8yuz9SX544pUPPQt1Y79xEoQP2ZKT1pbkah9RTRHYpPR0GNKQgqor6jfykEAb9vL8l7DGEP3z24/91w8QsC+lDA6oSYy8QGlkbXg73/FFTDNR18HJwamfCjoDZBRTS+X3O8AAt/rUXsiHV40NugALwiLaJK6z/1y8o5sMjfljQ/pI8xIZAp+cl1wE+t75toc0mq5UHAjcAPcKNhvzleCht0qEfhXT/yMuMz9rdnFq4zFLYMvRp+76BDb0+NCY0QSVAN9wbLH8K/3K847ZEzHlBiNE9puU0p2wjfN1+rz1LDuNnaBwkJgo5AHkK0PWyouITKY5JOyZV2i5z2XjBPxVh2MZIia9VoUiUdYc/XO0xpuy+fcfGStRA1OW5yu4lHAi+7KXK7g9yiLogg0l8jMb1CXs+bOtZTpLTS6oR9e2w1wro0/lYuRSu+21i6oB9bseNzfZ6Fo2MtRASsstEzd/q0XXPSJ4jak8//fTTjYFd/PRkZnvKtzouiJepvr6hQaBPsul9bkMge7CB68+7b9yWCbK0eSuj0sysaHW6p2aactkuLjC11GDM4jomA7tTCHrhrfnScDmeVIKW2YhSwpTwOgqnVmNpAVF12dWiDAvAKNB0Vra1o+/J0rFq29BvmuWFBbyA0toIr6zuD4Ezp9OmE1o+XRJOatmVKm2sZHf5hSns3aj7WlWzdBQfarzJiAXr6hOTsgmAHQT1IYWOlwpDK8DDVC+rJlMDa0X/HfNM2PxjlQJODksZTofcq1iOuOV4cQIiDL9+kooXWivm9nMKFIBY/5goKE8iUyoOaSwdn45qqdcaRyVyadA8pScZ3GFprFurVkfr6HvOE4xFWD4O4CfnLvk9yjgDFFyq2grxn69aDj5B4vs/wWjGLM1DWpMiKHxcQO89B+BFFwZsDNAT1qc1d+sTzSGh5nWj7cE31Xi0871VC+XFKe59IOL/bPSc1Vn2/binG1qWeq0Ax4WBPQxaD+9VliL3AwlC+xt61yOXObGcpAfrQmOW968KRfjvBlx6cEhP+RjD2jVG7cdS7GaIA0aBPb/wRRdUUMUPa8mR/Q3lec3redpXT9sac8jsZ5QtJ8bMBe73zaZEli82p++QYE84C6EE3nJESaH7nf8qf1m1QAF6JFoMnQzhYfa3zs3Vgld60y1lKy0cT2lyBWt1QNqmoKlMqDmo6/gzJJdy7IX5u9tWFm0dkjMUcEB6UiFpIOQj0u8LihY13dgtQvATPeUI97CryfsYEIRrgeLCGNaD5nW+Z6rdCVbAyY3pQRP7j+hDoWRXvFPwJ7OffB2ogqAJcCeVhxbShHJSEwkGgEwaFaCXWSlKlHGDoPYTGTwO0G6a1tHHvy4cx9yR5yza1CWlPiNXA/8cZpWXKWQo8/2FUtW6xv7VyoGH18HugqlBgAsvTWUFBMGJfTr7r1z43vleTzqeKK4Gi+viNNdETG0rHyEpJqa4kUHVzOaNyOqLmDxOavdhaZ2FQKsdwnKOcNdYFuOSZfz6V54/nyq6ugjj+hTnmHQ99wIFgO+qxqmO37yEEgZDttegDhTfUPsK4jGiwYMSK19faKb/Ca7sJ9FEta4QAuYHhwO41BNuuEEskhgajVjuUh/C+3b2ZtTYCI2dJVNYp1UVC41FFly4tqdzbUPFETtvFiBYfmTNbZWril1zfFsmy/bkgKX+67B8cdxIiAH1jHZprgwJwUW2XRh9sAh3lmrnz20/bOgJyCjbHzRWxjlnw4LMypQQEGWATvFrR8SjlwJn5rYgSoK6lNyq4GzgAsTEFdkC+Ax6PCQRmyhazq7/NUbrdvsK0RM/n3DdV4DqYVLQ/39AkLxmiX9KEP+eNfyqWLnPm6yk088cMZDNDjrQvLIr1FJZ/RYmx+lE0iA0HU2jEEinZzIDO49KuE8Noh/NW11I6fQrxCS1ywNXJxjUl04qzNMrLROtrOZMUga88TP9zvvYAETnXxhUIJM81EaAMUeEfq9im7tFKmzD3H89h8QRR8uSaZvsbWm3GVBkFgAlaUM71ckXHnwWXTcJFX7xr27WuabEjyhzGs90XNIdJsTJbGKqhai6UsVxB8ShhEhmgU/gHRaCTwoj+YsJeCXmj78nn4ffd4UU6C74Mn2NPXYrOuaEyoPsJFLzelF5PSQxGjFIRo4SNg+XraqrB12Aq/GVLoH3g6kdwrMxlZ5w6bsna5vZ9x/quUeinpslHx7TB+5c1VJYVpUnD7/T80pbWsxEdf2zm3Iqde4ygCva+wj1SeyH0vbvgxKj1MbRBAbiopjZq3lBhU+qFHLMueqxD/epBQC8eS2l1XSiDmRUPJ6/hawNrnpTKLK+WtHhiRNP7KDqDa/cUrjHXZ0t8amptpw1VQBXWKLghAhPXBW83qoM5a1FbqH1zEEEKvOwBQLlVwsIEgp83i3FBi1FJ1TZjBYfHhrgEW1sA/VoXBCL9DSkSQ/7XSiII47SmJGuoBm1oCWvfDBJBfzksEFNC2FnowZg14YsZLyxSnvc9EUT8HUiaxjVl44pqjBcfMmqBY1Adxb9vb+61ctQj/KMuiLCf4O8zIWBtvdk+1DOzZafdR6Ye+/aRmiZj4WIvtxlVi5H0ZxSrZFJT9VBJmytjmhxF4OMY3bAennFrAWHBs6z2KyJUfoPQn5WUjqViXLlB1cOM0lVGo+OEDj4m1LIxAaE/C9+zM/WtPgu07xj1PnSyY3RH9Cl8pt43LZA93gg9nghVMBfqebKm5ioi9KTynpCKpVQcEq1KqU6JyHoO0iutm8Wsdf2aeGnOYpHDr3/pQzXdTye0erpkhGxd5IwITPOCTu7NaHILLitl3e8SzrHvnKHh92EJqJyyaTW/GPfGA9wGBeAiWwjt6Y+1NWYtyXDD8DbOhuo0odXVlE6fqanaB9YsBXEY6dsmbeStsXjZtz4WBaBj+Wg42AR1QcCxpQX4f7+k7Sij7DgTF8RWghEZeguKgmhLK5rrrTbFMPCN/dcFqoIltN3mRFOig8malrMRbTajtjY4AvtCBcpYpgj6g1AuMScQUBAYxk/ItcuRO2wtT0MaBB8ylBmB+PtTrxyknIhwKkzAHzcoJKOafZ5AYKpi5G7S909LfruXRhcWqelpbs5iz412jzlEY/r6d2OJQNj2b4aMD0raFjmtV2OhX8Ucr+DuEJImbjnKvQK5wXpUklbJqb5x4e9illCBwM3DmuhKQeP5lp8lrseoGK6LSpCmsnJzmvMacnOlUg5D94O+sWgwZM886nlqP+iZy/D8HiWYXqoyEUM3+oi1enwGUHyZXGyTUb5XUJ3XVGeIiZGyfXXS0OYa5j+h6W1UkrQBxeb8Toda0ZCaFkAJL/9eQ9lyRKvHM1ofZpROalo3U0o/MeGqlR3o3r1j0k9UadqBXvKflpXQe+5DNkDYBgXgopt+KUOLXx/TSe826WlG+KPB0l0/ItY4NkH3UgDeXqXiq0YBIeTfGquXLf8ev2ITBOPBFw/fP2/m+HBWUwXaXbgCqGFB63zxoUsjptFr4wQbto1MVuNgFi9UsFtmVM4z2lY5VU3KSECWV1SNMq6BIJkJGKhJN7NjN2l/QD74WltgxjUXEKR1yqgIItT5AwvXGz+yhTo1p3urZPgUyEAhtoemOiMEnxXkdULb0zE160xwHvS9RoqhoSq1G5smwrECkIOx5OlywagwxsFGZAcboENBdgiys1wxDhoP12H4+MxS4MCtZcYBlfgizSrKZwVV04zKo7FxAySsfNVTU6hl29N1EICmhTauIxHjEFYpbVdjUTRQKpYVAJlz2qaULjKa3JPMmHAuNEqktUZNVdx3r/ozN00R5TNs+r3uFf59Vq0ed/C7FzzM/bSMd91B9CiFnG4rStzh5SWleUUnJyjZB/+KOcGwi1p3D9yMl/4oZSVAOgk1HL1pGZcglIB1TZf+qKHp7ZTK2VjcNgDmjoQjoBdO0crELsEdCP+YMixrfEgJDNugAFxk04VJQgsiXJQOurIbkd25zXuXiJ8b6XI0g5VrctgRhLXJpNSsFd7mfc02Qs9pLQJPGOiXMIX1LxA6V/BCg1XHm5gpTARlAsx5HABocF8lNMMX2o7fZ3UP3twG/kaQHwmpB5SNbZnRpspplFU0GlVUAGrH9eGa0ELP3oupTS6+zJRqACNG+ckWqUTi42+3h8mJiGWwFmoYdBk+QzQbhOasK9w/+uQNNGO3A3OUm2eOiGeOzOc582+biz5N2yA3fgQgNtnC7SKZCZbzYBd6ol0wMVeMF0GvlQDa0UKFwVD8gnhq/FxG6wOx6LIM7oCCpnsrup/NaXM6lsyBIqPMZmxE+nV7u3YHqLWP4L7JPVlnZZkzBazwx9sUQ/FdQ8ECXD2/2WWBs9cTJbEV+Ga1Rscl75g5z/i0+esg/bMXro9ZqPZn34RrtMWyYeaSxQJB7AXlea9RTMIH10u6LpzlMxWNHlrT5YMlzfMtjdKaThdTWlcTapLMcIkIkgjEDfsBAo1RcMzuI2KU2Oj8GCxhfq0amt6vqTny95xd0f+yhs+Q1n1fx9b+LqXrAW2DAnDRLbIwPYtOZ0y5NCbf+rTCWyxw+Jwr8W+jNDBybZuEqgOT646YAAQEchU6yc/20rzMNd1Ps1FqAcvIAX7hMsTkb4TuvpTwj952QLBjNiL/bxT2kfrg4DCo9nJajieUpTX/4+FByWFfgcxBJ9ALOeibhhUIVpISyV9LCrHymT7ZZlKYc8FVjmCnMCWq434J08bQNaYbXwBJQG2CTSpxGHaOUPHsNKHpfbN5B1HgQCuQQoiMBVYoVPlapBDCAkauNPtgnfIWiROxhlIPFB0TWE4B3KUEBAiOVeSQbbD/bELVfELF01sa7ZeM0iDIC/EP7J/fZpzuNX9OCeU+a08hQ3qczNSIuQMT5jalkpVaw4PB6bEmNfUILJGwKE1MilagPSXmHOZfJ5hU0BsgC4xIGNTJh7y7c9abthdezvJKKCUB10WgLQJ7+docmCcWc0eZOqtFrgtlIgOt9nTD7+adFWrzNnR4uGRjYnl/RskCm4B6J1Jilxfmg5+nU5KE/a+9IU3a5PJn2jmxz6FPebKHJ2rniClcuwS52svcwe74QQOwbVAAXonW2ZRUCxGvpP/lsH5lWOMoEcxQKBPmoIZmRSl8emVKTdVQukkZchMuAL9YTiw1yRUXKkx/gHBRgZBrDohF3Qtjxl5W3hO6FkzrNmgFBKxeCM0UpULHY7pfpXwv7PeFC8Jwi2uL1/aHjQ0bNTZQCOeMrSeYU2LNiCXV8vPjVI4aN/wKDqkIBKXHpAajrBCinw3+ln2SoX4eC/8tg8q2Ce09B9ay1kVj+0bWAWI4mM0MlRxh2dp7MlYf2AvhbkhrUB/7iyXMpOiz/PV1o0GEWqGxZVSDL9tMhbZmBWImDj+c0nEzpuYzSkqmEuRVbHNJ72sa2nsuoSlolsO1ov7Wy0IjY1ZYjBfgnEg5PY1JndTahUILoWw5HLy4ivYx+Nc2KE8Y3KjHZTMPWAGYyfNnlOGo5cCgM6xejbDpuA19nCuaZMpBowEJWjya0uIJQeAYzVqjYl5K85s1K8gdC9++x7E9Rd+eIUiCYjX9REarx2c0faSkGkZDndJmO6LtOpfg2EnN6Xug4K3mFSu29Srn9eigeXffGjqJKwJy/woxsPPdJ4+NoqAzNLzLhshl+Aw04h9T1IY2KACvWFObBFPpeBXgeqg7PRhPNj5sDMyFgZcTwVCARiEgUTAIOzqUg3XKGzH47jVrHchvEOzXCjTkAEuuOrP+wWpGxL31c8PPimIeuvqgCm4L760z7hBt1TCgnY9M+PmBViD4qIHPH1kBQDPQD6qHGSGu872dts9we0M5Q8W4MQP3MymPjfRvNwnQJ89eFJKkKCqikQCFDEAAzG4Jx/nmIeRGimuhmZiYC6RUFSkHT3HqZVArntPbDozwR6wFEAQuUGQ3cliaMnZmMNxLuEwqV0brKeQTFoLSm6z7LOY6sMIqFP6djtSGaz4D9eqVDya0vDun48cnHHxZNynvteO7KU1fFC6EDlJjXRVeumEcocD5+aZmZWoS1suwKFKfgmE/856h8oMEc8LZHVNJq11fkyBY5sDAIzbKGBRtKAIcDBcKIOWCiQY3hkCIok22x4JCF2yYfF0gTMjiwZriMrdAhRLKkK0SKIC2v/CewywEq/xAmdj80ZTujmoazUoOut1uckZuOHAYXq1JQ4gJtNktyMSAIjLh/mP+BcW+pG6yXYu2wJMdUM8eZ87VcUWRmktRFEEbB3LP8otTBPR1HvA2KAAX3aKwl19OpPeFCM6BRTR9MaXlZMRykY8FCmCObxCRvU5o/nxK+8+J1YJNDHS1IL7ZXpEsAUDgEh1PNLsNrn1TVZAhboG3kdJFCCzE/od0Q5T43BriGT3ccNOLbPzhfViB7Cr5GeuyvJuyEEfaEKKVraCAIAAkqmFIt++ZcqAcqNQItM5wP7whfJ/tcUhTgl9ydGpphVX0fwx5sX+azQXC7+ATKTUICLwKaw2KhChcQEpQtezgWQgug7qoTYnvay4BnFAYsMlXCFy0cCv+ZzMsgb6AT+AooZH2A+/E7oPDzpFaGI13YDlgSYt8lkSrcACWPvxoQ9VzUsMda4oDBZfyXR/y0BvdHdyfTS10wl4HwcW60AqHfp66f42AKUSNXWtzqU/PsQbmePBIFKjGyQGjKaNMjrwmVALCOLOetRRz/3G9ikMhlWIFAIq3KaGLz6A0jk8SSk8MsZLq3wvsDBC9zjwlwqNx+OGE7k/mtHpqw8G2MBys8Cd7/6DjHlfs2klmiGUxbjV3+wF1dhMJCFSWfJSMIWwBUhL9jmKBnXE0wmYUDCiA3zRY9rK0f/yP/zFDSN/6rd/qPluv1/TN3/zNdO3aNdrf36ev/dqvpZs3b3rnfeITn6Cv+qqvovl8To888gh9+7d/O5Wlye/5NGoqKF+a3vzOWKuwaAEv7380pfTuiKOuwbmNVKxkm1J+mtL+x1M6/BhqaCNqH8x+GZ0+mdLmKvx5UAgkCh7R7NtLEu0LqxbHw78qOeKyC2M4UmBIAoMQoNXnj/QyApyl70O87jO2iNubtUJ89mJD8xeIJndSGt1PaXSS0ugYViWx4NZ+/PDaQDNmd2u27lHtDzA/Q8UriTGY3KuZ9Q/Qsfg32zgLL7ZAY9NmvO6ZgY/8Xk2Hf0Q0uZlJWeZ1QuOjhPY/STzvUC6cy0WNlQsUgdjG0BRj/pmsiC8DIqGG6nlF9bwWToM9QRt2KSa9AX8e9B05LnJuu7kr4R8+vwCRghsFwZSo1Ih5hz8+lrLmXTec5xhKZObazb1dT2GnMSVHW/wmaE0COAVSt4WzrOXOxFmGR0JKbbY+cDwfQPLwg4N5szed0upJsXtqh9LOg/qeOS4wJqBupl4FCKwQrY+1UB40TIXN6Jbq0ipZu1I87dqW9S5rHs/r8u8SjT84JTrKRQEwRcaQSoyOs72C8mnFVNzJ/Vz2Bq1gRK/lf8p/uWfuIzDh3MXWl8yVQtDOKAyleQG8TI/zKB8PUHtZEYDf+q3fon/1r/4V/Yk/8Se8z7/t276Nfv7nf55+5md+hi5dukRvf/vb6Wu+5mvo13/91/n7qqpY+D/66KP0G7/xG/TCCy/QN3zDN9BoNKIf+IEfoNdkO6fV5kF3GtbTVoxKZ4EWv/c8fNgQ6mPe3Bjq3pArcwuhDXgZwWbLxwxVLSyZrUpNw4aQi+8cGwzgwekd+P4SasawwAFri2UA65YDkk77rTvvlpr+EqZ8bWQSKCvG9geBgiqHoArlQjOAxUvj80Wql97wAsgTDRb+GKVGl2Aikw+ZKtbyxpuJ7aTl9VihLJqD6ntQkiDwAMuCFwAN88JZBaiVEGzKXrqeCWJLOasBCExqXCowQyWWABuxDV5kpCAQchAE1uJ21R8jCpa7Fz3HgfCNxg5Yiy0CdYe/MwAFFIejx7WF2N+aXayRnnupJffvpK/2KDv6nvl0BLHtCZU15gxzB1SBA+xQUIsJsgzbIEfgwwqvJQYGAtEITrw/HLOhikK5UQbcGrviLmLKkQfXZw3lk5LpsOGjXyVTKvdTjuCHkjK2z1opRN76CPvW0+L+QH6/rN/xUUrLJ9C/qRliOoPgZ2RxldHsk4jFqHY8zG7zYi2sMhmOr2+ReEiGvw4702c+aIV9a1h4xEBDe/kVgNPTU/q6r/s6+omf+An6/u//fvf50dER/eRP/iT99E//NH35l385f/ZTP/VT9IY3vIF+8zd/k77kS76EfumXfok++MEP0q/8yq/Q9evX6c1vfjN93/d9H33Hd3wHfc/3fA+NxyZX6rXUejbXDjSrqELdKTFTxxzMlhdYbm/B6mo3Jd6AHdmNbMxiuaj+lUUlPn0J7MMxaHAFgO0PEGSDCl4b439c43oSL8CKgxagwWZu+9cBSp7PX3N+B/fKufDIFwbcqY+JTYW5dmXS7DjYj32rDeefZ6Hmr00SPVb1N9KwbEBkvNZ624Ak5CvZGJ1SZZQOth6NksPzXDfsOoELAzEWLjCKAzjNOEzaJbstkEmwNoiLdZeYuYNShzgCqzABcsdYmNMgArHHrbVgDjwEpL9Km9uA9flM6qLSLAN4Wn/mdWT66VzKQcntswqD3dwai71jljcDyDYC+w4l5RLzDAEvhaAQZ5EyasHKsuWHACoD1xescdSOsIGvzJRpnq8utx25pVj2Rfi+62wMvLdwrXGZaiiE04bGYMGsU1oxFbawSkJRH5+22QMYj4tRMIourwEV1xHNSjAuHqydw49XNHsxZXprIIRwUcncZxzwisDcvRdqiUMJBXBfkF3w3onCpy3y6CM7U2sUJlUTSxCgSdFx6WyEQQl4+RUAQPyw4t/ylrd4CsD73/9+KoqCP7ftcz/3c+npp5+m9773vawA4Oeb3vQmFv62vfWtb6Vv+qZvog984AP0+Z//+Z3rbTYb/mfb8fExvVraar0OhE27+D1YPLZBh5uj8n9qTd/mv+sOXMEal9JkqG+vFBz0UyxGVC9yTpnjoDWy7gDph6O8P0a0OUSxEIE8GT5ni0HS8mztdW2odTYcTzFoeQnE361848F5nT1A35v+xQhYbIoI3kIUNTY0RM2P4YM2lrinnIQKR8Qa86w7jQoEVl8H6lXKkE3zg18XDQIdG7zlWcf8cfxhLVX8hOvecC0wiiGxGci7B/Khny0sQcRyYKPmmIZC5gBBkFCaoDBw5+E4Y/ds7i+E5kMfded4S8esnIlcj90eo/p1ymb4TPWa0d9ZqzYQLjp4VLuO9PdefBortSkXiLLWv60pwHGyOdGWhWDKriFPCdL9KEQC6EHo1vGCK9V6iLldYrEy+AiKIQf3roiqVUrleESbUSlMliaFFUGjeOZ2zpePprR8vKH6oGalBp1m91OO/RGlRlVKDBRmrYhjTHBZ5Yua5rfgHlFBr0ChKlGQWsWqFej6WeoH6BkxfH0VABi+N/qR9QlpbxsN4mHCX/ke5a+IHja0l0sB+Pf//t/Tb//2b7MLIGw3btxgC/7y5cve5xD2+M4eo4W//d5+F2vvfve76V3vehe9GtvHn7tBhRIangCKWFG6sfXiIne1tRC8Nep3HR3srHP4PUH0hbQiw/sN32KNAKMio9QSnRg6XguTA87O1lVrWdgqYaoqnLsnOxYTQ+QivVXAmN3sW8sfm0Qg2fusxj5LNEtou4+obQjahlkAYYXDqqMbNefQd85VVq7erO34Q0g6zNPuVSCUZQXF6fTJhNaPIoVK0gTlWTQ0vZnS4Ucamt2u2eUiQWeKDdBsyBD+cHdAmfEIbsBxMDeVE8H2qLRDqZYHJKSm8Yk8S2++eM7EIoZQ5OcMhQHpdpU/1zY2osOWpxSp3ih+o0RFN3M1XzvT1sy9enNtv9OsbjGhao9LJePFFrey8L58Z7IqEGQ5JY5u54JN9uIQukAAmHgILhrMV1w6eUs0st78m1JfWWQb/6lsZcOUqmVKZZrTopwzrwLYJTkLx7w/eMbLxxNa/4kN5Ze3NB0JNXNRZrS9nFO5D00+ZXQw5NzwxmAkrnsn4RZZI+jXvie+1dxxK9kb77wTVvvT1xFljpU6zX/Qs511xuzewbY6ZfR7t75i6QNDe9kUgGeffZb+3t/7e/TLv/zLNJ1O6aLaO9/5TnrHO97hIQBPPfUUvRraWXEnftCVtI7RZX4RRrhAoAXCxykY/N4KZSoHUYEkZ5lSdielZjyi6rBmy982a8nB+oD/3A6e09EgqC3vQFhJsLOZ9CAZNh0nFBgvAZILDDv+BRb/9rJY2Uw7awK3EDWNevWjpSACHQu/MX5gW4xEKQEd/60+V4/dDkYNjKH5qykdfybR9qFSfOIL8e+jZgOIjJCJgQwFlGgGrwKEEysByupCQywHw/rYkO21jfLSCrE2WJMtW7PhbVG+uUAwnj/vuM7i8ZTW14iKyxXvj/l9pIpmHPthKZE78HWPEGgD0Fpo14t1iKEPpl9PVmjEwdXFaE/wkKJQIdRWu35UJo2SC1uBoThvURZ7vF33VgDCCk9AnmWUYKY0NimZUA7YxYZjwjTAPheLG78UAXNj1Uqyug8mHFpK2Wumtc5QDlu0ak7HgzuuIl5Di88sKTssqUBkfpJRWSJtNpViVA83tFhPOIYGiFM7znbQNgBSW90I2pYjVMyLVgq1HDbvdRuUZ860lNVBk73MrBGtBAaPsiPM7cmOvyMYTEzhUn20v76EzeYBaP/XFQBA/Ldu3aI/9af+lPsMQX2/9mu/Rj/yIz9C/+2//Tfabrd0//59DwVAFgCC/tDw833ve5/Xr80SsMeEbTKZ8L/XQuvwjweIADct4fQbEixsd779rnMxeUs5KPCu9TdDaNZSr77MxN+ZJRzlzDzdz4HH3gqMljLY26i0wAutguA25GQFB9q4gXCcO5qDZfXhJnVQhKf4bRFNzzEApbgyCrOJsgIQsRC8PHK1kfRFr+tDvRtUAgiW9fFnN1Q9tSEkcNXHIyZiQhQ3uPMTZGmoWAsIXKAqUFQQd8AliY2rRPgOIta34TVw8QYmZYsLvLBwk4HB3z1atRsnXEHIAlk+YVwx8IWPa9oisG2aUZ2ntP/JWtI7jeapFdDYc7JC1Fa49ISwNQKVEe89hh4yI39ulcAywiie2hb/TAIlBWFhemwQNSkOCbHqW14LxLgg5oKzNEaS8sZkGzZWBoGoa+PqeEnKq4p9CcbsAByG24EASBqljMFa/cYNgAYF4BJRfVBx6WUeG+4VnBlACsYVTfa2VD7V0Or2lOl7W5eWDYhTaa+qMqSdc28+A+u716jRRFom6yI0WPrqLwST5f+0zWZs2K8ix3XSK71fBwTgZU0D/Iqv+Ar6nd/5Hfo//+f/uH9f+IVfyAGB9ndE87/nPe9x5/zBH/wBp/196Zd+Kf+Nn+gDioRtQBQODw/pjW98I70mm16ooZUSfO4JF53GZJoXkNYnqJzQlk6wWSGtbnwPULLd+YS0BhsiuwaurymflpIa51jK/A3Cu26rXwTXbK3S1kq2FoeJurfWR/AC83nCZuwJE/5dzYkLzuPa8CYoy1p3EIaj9jMb0+ClstnLmqC8YIK9n6EronXh6I7a8S8eI6oe31I6qrnSGgoz8XdQuGCpWWvOWu52fkHPimJIK8RYyO+diGlzbQ4k5IwGrQRAmMMFYtIKbaCbQmyATED4Q9ljwQemN0SRosrifkWLpxt2pbCQdBZe+3vUqgvhX/0v+Cy2/bpTg7iW9gI+c6V3kjk29Md7U8ZBsGZtmLXFayPVWRatsoV5ZZcIkCNY26uUMzQsIx9qVeAdiZExhYLIjc9Y1Wc2A4vz89+YIFA8I1x7kRoWTqK0BlFWQ+lEamRM8N5mwv6ZTSsajSsa5RWN5gWX9rVZMOEcxtxzOsvIi+C3zzl2I+FzD4/Tf2vek9AOCq1+/TOmgEbHoua6kzp4zufwgLT/6wjAwcEBfd7nfZ732d7eHuf828+/8Ru/keH6q1evslD/lm/5Fhb6CABE+8qv/EoW9F//9V9PP/iDP8h+/+/6ru/iwMLXipW/swVCu2NRaphTH6FhOJfWEsKuPszYnk80WtW090LCTGPY/UoUy4FwREsbqo7HNPtEJrS1Rtpa/2TfPXjCMabI6O9tzIDm3Le3bYWMdTOEG2lsY7FpWbDuJuL7b8CGCJ8tXBuoiwBjz5LwhHNsxxKWUVVWazRgUB+sLH/8RLDk5lEQp9QcZJmcSjRftQfnLvyqQs7E56m6Cp4Ag1KDMZv0QE6ZtIFYUFbM+IBqsKU6NWmCoHlG9T2QO+H+DceACDqDluyZsZqAsvw4pWKWSo2FOqESSsATGY1PU8NhEHm+aqPW87OTgjf4XbuBwjgB3XeYJeK5AIL1FRUOOM4olXy+4o6wNRuYIhpWvUGJgMZM78l3UBBcgSYEY5q6DLbiYKdFlGE9JbGmYxesQo0Mm3JhMhawBCZt2igycaAs1ocVzedbzhJYbUaUpUgbLAjLK01rju9B+iCIu3hNQMFR+8fO8WtffSh42X/vx1905jzcq0w57s48hGsjdpCHPtifbYGmzvAjwIz/jr8E2ObTvL0iTIA/9EM/RGmaMgEQIvcR4f9jP/Zj7vssy+jnfu7nOOofigEUiLe97W30vd/7vfSabd5aVX7ACK22NZhbw7mznNsN0a52vTvr6/HLaHx6HNwDn77QqiIATFKHzKbzsdz5gMPc/E6z1ww3uvDF1cfrPwMhELMI7N8ekmC7NufBshHYXKxeFv7I2+bcZZvSZQRJSBy0wxToCP8z7t82BPTBz4/NmMsyb8COVxNBAcDhTBGsIGetzJgyzLDSAe+iOJBlAcTmjVK3zDlghI8Q74DgiYn3uRNHBKlSBd2eLhmdTuBivjgDZJMy0YyNtt8+VNPybkYHa8mTd0pm4OfvKqqfAsRrFQetSJm+9e8xPoNwrXhGokaMlJXLc47vWOnCvIpFDUsbFrftN1/WNC9Q+c5UvATuZgoCMfJSn2PdaJkTzEeMH8CL3amEabJJhVWy3DcFkCrJIGEXzaSmw9mKLk3WdKs54IqMm1K29DFKZyPYF8F9eCdMEPGudzLW+M5DhavPfRdTyiKHOENFpwO7vvvfLU8PiKT/uXk1AZIuU6OJcGQM7eIUgP/+3/+79zeCA3/0R3+U//W1Z555hn7hF36BPm1an9rrBLTKt7abVuRw7zvPEm6tSi7oEsKvasOCOwBc+7BmLMyPoCIE/tliQd5mbC3z8F7CF8+O7TybjIXwlRLQOV5bfRoJsN9ZV0OmvsuQW19RszakOmzpGZphr4KZf41wbC6Toe+YyL1h3jaXG2rAHw94ncdsIsgRZwGWRpa8BnpVQWQ4Fyl9i8elxDPQDHHRmEtVCW2uyb9LHzYUu7WUMa7GKaGmGwdsgjLZnmOeW28FQ7gKxgllpykTPsFlARQAiMnqOlLIAHcbN4RGk/QajBAdxTIGeudazSWfpp4Pr6m+56Pm3yEGqsCTdUMxAIAYC0MDzfEVOje+tBUFcUzTrZiHNMxSFf9RazH6TgRWf+w+Y8ItnCeJAZGx4n1FdUyhIW64vgLzRcDiT2ua5QVdnS+o5k6n1EyIZuPCrUHWF7Wy5Ljx4wNtH7WKA2jC4j5+X66/EC0w/XivuGG73KmMRIaml2BU6ayAdCS0uQQyI0FPWGmq20warhY5NNeGWgAX3WLaMW92flk0J0zDc1wZXgP1u+/lreiU2GV/mzpWI3cQ+qaCGr+PzAbov+DxF1p95y5kr9e15rwUwXCj1AVhovPS/bxznC1dbO8DZnBsQw7Smdy4GVZvgx1jlr+zVpQbI7xvWNeAalmIoqDKOmNKXwICgAMKo5RwqhmsS9y4KFzYsE5eR7S9Yhz62OynJukaly5TzldfHzQ0Osrp8GPy3IACAK7mtD5cl2sLGJ82fMgbZf3iM1MMCesNEDhiP7j08klOdKmQCpJNyp/DnYHgMa0seZtwzIoNuCi856jXUuS5eoqe6b+1GHsCBINzrfLmDmpgLYtPHQLBU1qN5W/ZJbV7xTYhVDpDcbRInhpLnxLg0L0d84G1Bpri42dSWl+XeI1sldLkFlj7GhqtTLXLIqVlMaZbcOeBRyJpaIMsAPAAJCAQqmgN18AibRWYWAvuqa2IaeEI847E7iYixF0GgLJxopfctbeEJ+5SmqzSidTbSymtHsb6RQClxMNwMalVS5KUH/VPxYPWBgXglWz2JbECk4WZsuBMYJgj3+AP7cbYRDbenpe8YwFEPAa2LKkOlgsF/C5FIKKsRDfCUHDqin72+x4KVZ13bu8ByIW1pLkaXyEFTbgEcFCVrW9D6dxaqHiYaOZOiykt+IdrbzPK1gL/82fbTIK5ULXJ1CpghkM2URGcB5jXaEKouwAhncvfDQIH2V8tcO7mGlHzSWKGQ5yOoMHZbQSISSGbimMABCUAQmArHULAIYCNK0iyMEPNAfDbpywkyjynZg/BAqJUIbOic48dxch8rCbRpo5Z94F8+BKw1wBFcrEAIbAQKphaN1PFizAOzDW7ulAl0waFlsavvxCh6pSXDrOhuvdd78Q50gDte94XiobrVaYc8ArCf9ZQ/vCGo/uX8zElTcbPkFkkwRNQpXRSTWizzRnyR4P7CWWZUX57vZjQ5L5BP5yBvsNF4+6p6Wotao5lrMGzCJGgoBv3+VmI0C40QK8xIAvqGYDsCSWcmQtkYgNihWFTxitBr+MXUxoNcQDcBgXglWgR2Bv+Xmj94vdt2fHYzwsWOOB4TpCb7cMU6PGdY+ZPDSeyFGz/9q5vo+1tpLiN/2MlpJ+ycyeE3gdzBud09BW78YS5YWE3KiUeGyE2cA6WAhKQomKblETm/kJfe2QsTmD16U99m5a+RxggFfK3QawkkeNIJ8O8YkPn71kBAByJSoE1ZRvx1VR5QpurksJoLVi4DqpNLsFTcPFDGciIJrOCqivggk9pvG15gRE0BriaYzoM7GnTC90YQfizEFi7skxySP9La8pOMsqPM64qiUBKkN8I371ClfRzjXEl2GP4eyN8taA5Q5lwh8XmWCsFPcqAd16ARIBHYXoX0LAoNuz/5+dFNAYBkiVZCt+PyH37g/XH4I1fnVdOUk77ZN4JF8Cp3A7s95fYGxTsQs2O6kD8N4Dy2XM0q9k1M7kvDH/53YTqMqX5bMvW/3I9ZoUgTYDiJLTZjKi+MeHiWSEy2PS9x5Zh0bglHeyvUJnOPPB8tdqX5mdyU6rf+R2WfGefij0D+1HwLLiIE2B/I/g55RMESszhAGWJKN2XtOGhSRsUgItsgeDlvZvT2OC3Eq5+9v2q1wcCAwt2fktSj7y+YB1a29RuyuZLCJDORhp5eUN41ks7M0hAVDDGrGqDJOiPzwPht+OTe+lspDsaNk2kbIEMSDIabFSlyusGe6EuHaz7j1nxwfVbS6frA20HYgK37sPqMpXiGgne49hDE5QIK312q+FgPkegA5bGuQQvouBSk0gWAQL72M87qlgZALpRZpm4GkYtM6QdJ9c+UHTB3tyaYXO9gOOEigODmDAHBBQoUMCiY6IECoAhvmnnxCgCMSCkwwZoJ1qNJaz5EOkj/oX/fSzY1NZs6KBahnjH/oQSkBWiJPH7gefBhD47TPeXAFz0te1eSsvrCafjQcHnjI5twrwcYOlj94N5P8FbAeFf7pvCT3VC1dFYODt4bUBBQOxHQrNbCZ3emdLk8YKFfprVlDYJjUYljbKKFidzmj2b0ei06rpmYu4wNW87j9MIQawPW0rccgiFysJ5jQWtDKhjvEdivTZYukb5temwnOXBCrUo1wkqcG4FKRgyAaQNCsAFN6sNS8AMtFREfSM1D5uwRGa7lwILuMZnkv/LZTh7+Oltf/JRRPgHv7uN0UZIh7SaITT/UloYgb3DsnbXCAKF/AP7oVdJmWqoOkEKnOR0WyUEwhffAd7tg66j445tWqF0Ce7BnoMKjLMbKa0fNnwE6iAwKk7uopASKjSKtWeDybIlXAAJ0bSifAbud3kAZZFRBb/uJqNkmVGJOAKlaIXTZMcRtcqNlQk+iC2gUtSbN64SuBbg9+eARRy7ReEneS5eFoCJgWCWvFAfdc9JjmFyKeYikPvkQFPw0ltuer0+InB6+Kw1StNBZTwL1gYABsgFK2KgtraKZhK9Ri9EHpLlBFPshmC7hczeS2nxRELrh2V+YZHy12VC5QHScFPaf66WQk94HFMoZ6Y0NJQzw96ZHpniEDh1D77uhKZ3a8p/f0on84r2L6848h/HlNuMju5NKfvQlIv3YN57ETvFBeTNK38Y3KguXqZ9PpEWo/i1l/d61c/wHDLZpT/rcr+GnZSZMfV7wQggKmrJsVzFkQNfz3etB6ENCsAr2CCwkIqHyHHU+eYcdqSwYREzS5soAAjwQZGb6T1RArTW3Fra7Quh9uAuVKc3bcUf4FlxMYQgbMmO7/XLHMCBoW/XHt95H0OhoCHCQFBAqCBlihKJ/uWSyNg415Imx9a/2rx6x6sN/EgcQN8c6AbY/eBZwPum9PK05jQu/JvdJNp/Ad+p6GoIxoJodhsbf8rWfVXn1EyF1MVdalxJFgHcC+gPZE5aGMasZO8WxQrGMSjoNL+RUAU4fF+EPjbKel5x3EGzzGh8H75mI+Q1GYSXE+ZPofsYXEcozHRoiu+YCoccbQ+SnVMpv2th99Cq7wgj86EWTp5+04ZOtP1ZIRYiD0awyTFxRdkPro29N0Gf+nONTIwStvxXjzZU7yN/r6YMz9S8bNU4o1WdU7ZNKftkxe4AHhendDacnsnsfwYJ1A3rfHaH6OCjNR1N5nTyOSml04o2d6eU38xpepO4lDbvF3pS7cAtGZf+NFQagxbuD84Pr5+PnsuIsmG5Bbw9KjLHse9EYYtsRvpYk13DlTWxrjF/rAiYNcjKs6U6HtqgALxSzXC5o6pXtYdgHyQZI12sphSWI/ZkFOxRpXKsVQNuf+6ih8Y2pnnb41xAlT1vl8IQGfOZtxXsnS+1j13neeQxesOCDNs2bBGNFsILwHm/gHeBZo+NDx4bQ180tJ1DVdlOK0Z9KEb4PX4C0mWr7hRuHWzi4ntHpbmc/f7+fDM/w6kEe1Zg5cMzTxuaTgv26cIHXDQ5K4dI2Ztyeh5upjv86HzrwE5jvQN6xsAWTyVUXDbkSRjLSU7jeyntPS9jdhaxdS7ZYNNo6V6x9sFRD4UVLq0KKZFwa1nK3YJoPMfmnNIUlfcAv6u5s/wFzto3N9aXX8+XVc/LN2ftmg/q0dv6GD2CvO/9OctN4daoObaYoUAVUX1YUr5X0GRScIAe/PNlmVKBOI9DoAM5TY5SJiJisp4t2Bml8FCDINKrW6rGOeV3pRiQ8EXAXZDS5Kiiyx8gWt2a8V5y+UQKO0HJdGihmg8O7pwh1siUzTZuKVfka5fB0JkWhdr1LkA/iDIW/Oidap+3Vqi8A3oejhX8tfrdrg1m+8SG26bgDk3aoAC8gs2R10BLRf76uGILgfctFCPBm77OmKwlX0o+cmv5B2+m1/GOa8YUhZ6X3t8gA+zzpSgDWlDZF3LXZmpZyHoiibvHGyQAkdGu9K/4eqXSnhzH9RCOWiKdaD/21kLoUhWNCTem2L1gHLM7Dc3uqpROtlSj5jlNThou33qyl3Kwl9ak4ALg9cCpgwnNXzC13vvGr4SmI13xbk7mau8moGeUK87YPw0rExHjQE0YkrYR8Nry08pLcA+A/GGZOpfWzFASz2U3ZtrddcqVMfE71jSXLNa3oZaZi1o/I0DTXr9vXDHkqDe41Xzmpab2QP+d104Jf0vqhNgO5uWfFHQ4X9Mkq2hTZbTcjA1LX0rFYcoloyf3pWYFEAFOJ4UFC6MASCCImo6wDuTCCNDEXEPh5Wf5Qkj40LWM4SNfXcO1UPdDqKLREAiJa4+PhIaaXQbu2ftapi+Hd7sBNDrQO9d2vQbPKZ422ioc7h217yBcOxzrg/LZiAcyJ0KhNvcgRoEpjDbY/9wGBeCVatY6YS7yhCuOEV56QIMI9oGvdyP844B82W/JqTzGZ9sEm3poHTkh4DNuuRZaUQHkthPW14eGVpTeLwLIXVtorrsYjGoPCxICvEAvbVWo4+R7ifTFRoeKe5wdYDb1eizlUZ0rRY85sBz1Z3ZD6qQH9vilvfHYY5V/MhQoUBhQhCepM470Lq8ktCpSJnfhMrCLlKa3U5rfAKGJmHa2mIubR11hzo1drZPw2YEQ6ghuEkFNLOmMe1Zu6N25YlQAaYRqbiBQUH2RUS3kYc+BLIgvm88ZgeK45kp7FWcsgJ7aXwN63rzIcXWP3j3opb3DenWfaUUmfF9UP7vIfDyoX/3uEIyIIE7ThiP1J3lB46zF8/Eel/OMkSJbtAoCGUGa4g5sGAlkIin8vWkhMKAAopDuKLJg4fOUaHU1pcXj6Ls2GTPCnFmUglRN9lKa3gXXANwzsTsPX0izDtiVYtg3vX3EUAmH06xdB/rZ9P3u667xhligBQJZTQVFZANg+nITc1HnnPKJ+/LKaj/gbVAALqrFhCf81FiQG/hJM7EasFnihTc546kJxmKLrPIZ6jqVtoIXx6sTYFjRNCOgN5aQfz8U0LuiZtX1ndDXn2s4PXaeEWYtQ5k/Lt0Hf2ZhvvA4c30r/AFDgwzEzY2xaFBrfVqYyGhvEgLocZf1abtVx4Xj3LXNhG4Y/MTmf/BsxdHdxUFGxV7Glh7WAKxy3pgRQBfWLwgVONdlMJCoJSyWGnseXF+q1nooIHU51kDhQRqWVF80dRkgsKyl6HKxRVHgY0ZdX6wT+rG5fylGWx9Vrww+yHZRl9CWfx/a3MrgeDPn8bNCUCoi+TkNTR462PvmuTD1FVVG1ayk4lLG8UBQTqe3G9peghBTKXWYt0lD+XGo8FuTOWYx2+OQ0gl6adSCQNGnmpIJykBLwCeUkGKUUZNnQpbTIN7I7Df6nuwL0pmPXenCZlCOY8FOnslgUoWIwvl7SaXqgPBtgbjVHFgJNCoBcrZKqDqomAiIA6k34qJ7SbwUn8ZtUAAuqhmhpRtHRRvYinPGsWB5E5R8cUBWgP9hpVlKVrb83QakuAGi1nlwQW35xNZ/REB0vu+DWkMhpEvAKhSgN6BQCzXt74/UIum9NvPbJ7TdhwAVQcSR7ao/bDj4HtBpmFZpYX7d505/obZONCKh+1Tz4Z0TwMp8LXN9bFBQ+CQgzEy59gpo14i21LUFGjug0bTRXerpth+riEWi4U3fLi1Q9cFFmZCKaWvMG/IZbsgugHsLlRCppnoNYSOCQPLO41N8HjeQm5dI4aAubG8qXXpsd/71tNLjHpf+XI9HK4DBtdiaX6W02aZUFBkt0zFNRyVNDQowG6W0LipaI2jyoKbVtYwm9xIWYps7GdMzM28AjIIy5cJNEGA2it1l7+j32o5N/23KQEOZRCQ8f5Q2NJ4VXD+gqkACBQ6IETVJzgYJxi20uQEPgO7fmzelFQWBon3ptjtf6hhCEy7lCGoAds09/FwgpqJmWuvF4yPeU5n0CZwqK2HgHNqgAFxcC6wGC8szReWpjVoVFkBb4hUKACy/KUNyhqMfLaY127/DTUoJYX2OF7wWUQz86OgIu4e+hvmCoUh9yzssZzsZnjUVux91H31uCbv5YhNCYBTzgINQCSWBgQDgew4QEncAoFOgBGIJxMemrUC3j9r5saWOI/OqURBvuFqo6DkPNrWOdW5TuKwLwVpSwRpo15WKOeD7MPnkWvhbFCW4b9910H4RKkJMEsNCPqGU2f7MSabwkvUtC/ZdUwoyFiN0OIAVQW5WqYlVdAuftVZ8gmcUrt8YYuCRGSmN7DyAgj8fPQeE3zetAoACTturGRVjJKgTHaUzhqhnOdwADeUI+s1qqqcVFZdBFiSBfXsvNJwVskVA8LQSAWY8Bzp4z7Og+8ZpSKo0IRbcChD643HJ1QTX6YhnpKrAV5DR9kSQRw6eU/MQLA2/ec+gZYEM9RF9eOePlyqXvfdOEFF2BSwlHkh4AXKqxlIPYnKiSJ+GNigAF9YiG5q19tBYs4cFZV9uVCcDXeypBLewVeVBk7716v0Mr9ezeXqQ964WkoEE1oWHefegBJ0UoXDMMeGrxhaNAA8RBwifsQh4Dq60NQL4hyW9idSWt92pqOkwxz2895iBrccc8wP3KT+d49Q9uf7M324eIueE/YVWri0YFRO68edn4ifwESMQRtgDPQBRULgGTZyFUFcn7M6C9cr1BUwUttQoSJn3QAcyhgGjoYLlISXnDRQ0ylrM2uvLKIg1WOEcNY90xsIwLIK1L1ifocKHeZjeaZiffpPnhCD7U0qoKFNajkp+rbZlRimjI5KjzoprCj6JivafzegYDIIs9OEWaGiC8sRghDzF3iBkUm7+w3s3invi0IhG3I1wvSBvHpZ/mVEyMjFFCEae1lwDokQ67UhiEjxUy/YdPHf7eYdGfAd856z4GLKgDZIIukLRd1KvJymkhfWGuUTKtRhVQ0VA3QYF4KJa9AUVNwCEfLMUy8mymmGT4VQebDT8AoSm4o43K7ymFb7hKZGc+I7wCiC40P/ZgWgjFrG7XOLTHHMKWGR+9KbvBdal8WPc+bo6IFcIVC87Xn4DA7JyZamV9fgi/evmuSX6iorpNEs6p3JgztPPRw/NE4Yx5alHaXKCzymcOyqw9aEr3lwbZr2glKvtm0vlos7AWAIE4dqqVxlVG2hmEvCK7+F+gVvLPYPOJMXXJudvmywMnaHgj9Hrorfv6O96HsxzBJEP+85nthqfVNGU+gFtVo67VoCkwRrdfw4LIqPNwwnHASDId5OPWOBinqoylSBgq7CYynYozV2PMlpez9h3b+MngAqCTdLl+Kvn5d+rscATQQ9g0WP8jDaaUzkuwaVeApKsOX4DFSbdOj5rnYR/GhdT+L3ojhZNVAhMaDT0GQd6jcfuOWIg8JQCRXPVHO3LcB7859O/DQrARbUeHMxu6njhnUWkBYyC3jWU+1KLq8QsUP2VOzRmuZ/HUup5EVmIg9wGlsw8oZLTm9piNVKExVhTdf+LzptRRDBogSpKhc/9z5Yqx1oIeQ6ED/sBTRaA8/vHBKi+HzWuDjytLJQo0qIEQiw7oGN5hxZR0EdnvsPhaoupR+GLBbqFfmxHNK0VDZt9Eq5JyI4l+PbxfFPEsbIgQCCWPAdRvJD6x5kH9hlE1pwdlxPsJqVucwjmPBUnsTC56/q0LijRtV7PsZ6x3raoLHcN61ZVnASvBIId9xOa3xQB75/YjsM+e/A/oMMmTYmLMcJJDTQEMRFwS2GykOkBJcC6VDII7Yb2n6+4vgSK3OD6EPpcEXBpM0G6728UacM4jmp2kWFPKdKU4wGKekT1qGJlBHUFEGvgIDBbUjmm1AdrsV339iXxJ9h7TfrKRau/RfnwEazw8CgvUPguhWyPOyiQH8Q2KAAX2cJNPNyLYlCYgbYk4l+/fOdAAGICxZ7aY2WF3UZ9rvpv9bs7XiEFgE8RkCe1Dixfv+Sc429w4k+OGiE/2/VC6/EH8+XebaNEIdqXkQZ8bsriShSwBAExAU2Y0286ClnlolZGbKp7rHQ3Nm35K/5yL1o9asX3151317ZBd8E1wmN7YzKUS0Pv4d760HUiwjVs7xVw6xEUupq2y7Yeu51nBLpi7mFBO8F9DsUSdR4giCEEbSU/pHshUh2ZER4ngkJgOoLLXi9EuPR7aVAqxJEgbQ6wO/fHnB0msNEgETgGhZ0sLbK3bvSzNPOCCo7LSkiSwPXALim810VC+WlK4yOifKPGwQoUceEf8DPYe+JraKVVXbNDwavWAZSVvRfwp9wQMv0QI1NuhHRICmclhndE3lHvvmKKqJ7HcK7d5+bEMHuFFSpV0AxznEvg4+phcRdNX2yYIEnfCvdmlDF3vT7UbVf80tAGBeBCm1u9QV61Jlw5SxD2vYCRjcf7PLRaY33HjutDBKzFbhWJ0JLDfpKB5jil9UOgPDbVuRDUZKr1lcYfmVaplK0NrneWcqLHab9yZXaZ6U38pcx0tpbvwBbIfs12T3Jj1ylgXuCc4jPwrVU5QLsGtBWtPRDad+1Z2j2bdfR5RngHoqhEZM4656h15O5r17X9W/aPU9eS0rsy13i2NvocgW8M29tsBrPhR9elmhNQI4NZEIROHNthqLIlsA/CF0Fzkh7pjVnXowj7t5/H3DggXhobhfVA+Az4ueYIKBO3BkPxJMqIDdr1LO+gFoadl+ldIfkZnYAoKXPnM0HVPShHgPXVoGwGSKAEWkPWfxb2Qj0Py6DyqHxYvwghCwTAPgCpCcHCfy2FhoBaWMVKv9vtOpO+2ddubthmrcTiVFqUrY0p4G3Qki5lxFUQ19dkXjeP8CSzK2L/kw0XbfL6i+2X9t0NXy9b4VANYWjSBgXgIlvvJm3eTt+QUV+ple29gBHt3PUZVyacUAuErScYesasrf3QcnZ9q4MB+eOFRq2Daq9mWlOub4AiSKjLPkbAQ0qrrfENrxAt3m5ivalXejB6/IaLn4ukrMAAaGBTZldDPr1hCrR+ZCX4vGCuUAmw1+58bnPK27GFSEhsjN7zicx36GLQMKxTVnQfkQ26vQfrt4/PmzfPwfxaS5f/jHAmaAUi7IcpbSuJwkZkO2iBcQArBROp3cBUzWGfQf84vphLcCcz4xlSJ/wOvzwUA5Q3Bqpgx+IrXspl4c2XxCnYZ+eCYlNJI0VOPmiMvcp24DLgezCle1kR8S1vKL2dIEvFbAdFF26o6pYcy+4wuEcQoGc4HuxcGhS+29S7HboA/LkMISBxMWDucQ8QrrLeJUYAyk2+IH5/EGAoAzGCXndngwuNULXrQ7vp9L1bg8epE/Z3l4ra0PpqTsefkdD2smE0BCRYIIUPbiMh7+pNaw7+DpEf+/wd+HAW6vQAtUEBuOhmBccZPnz3HkUhNdkhOiV/Y514nfVbd50o5l19qRb1eSPmbmwoYSH892tq9kvKpiVTHYMRra5T2i5GVFU5W3ilgVO1kBU4UCBZtixKAweWcYvY/o2NFIGVKDrjYiy0sFfQYcci6IFxLZtg2DqpaFoRUht4x88di3foCywMruMQTc2REFEGZCz9qY6xjdBZexrF8BRFFcTAiolSLmz/RjBuD1JWALeHQH4MmQ0yXRCRXYvlbgNBbR1La1W6e0FFQeYXEE4HBKhxJsEqpXRkOfFFgdTxADxuK5BCDg5Fpe3mztwjBCMXMIJ1DncDCzaThYPjkcqI6ytCmxbe7hcu3jOphO3PZlV03Ad2DTXn688pkn2IjW4GjZihHHVN4o7ITZAgKmcuTNbRDhRI3pk2zc/7LrKu3X4XHG/fPSgii0dF+HNNClMFlVHCSxUtnkxpcmzSdnehILH7jU3HEADo2qAAvNLNaMhOELX7iZK5qqxsj2VvDuy24LhoUE94SmiZRrTsmDXrNjP4R+dg4hOCEwj/8V5B89mGxllFJVjRTLrDFixpy5T9vHZsXFBmX5j8tpekoAwuAgtleodofgMc9rXbgGBJwULk9KbgfjkmAFCmuueO1WQ3p1C50c/AGkQRRUhnQjgLPRTGThMIvlMWfhdmDZQKPfcaKQj/jt3ArqYsJ2cJtyZb0G870KhykbTCfwXXzyUIbRGcTHBVN5Jrbv3nRhC6+7SLXwlxm9XBqZ2zyl0SaWxQNKE8VgtfAXBzpKzx3gwMO3ajuHIqHvzz4FCYmhgATiutKdlkQs0Nim5Y7PD/K3+8u17fu9izTqItpqQHSn27BnRAzi7FIWldEihOtTIKQCWFiLqC31js9m+OW9HaTHxO9TjZRcIfBkqA2fuAEG0ewlybrAoIf1BIj+Wl2z5EHAAKJc9DATTas2uda4Wc5+0MLeEBaoMCcNFN05DuPiwC3UuVQM9K2qX5K5h5p5URnhpL7Qs2r+hx9vNU0qYQPY1yuNmkotl0S5dnK5rmJS2KMR2vp7JnIRIawoHvSc6HcDj+LBCoVFINDZvOVuDKggPBUjr8qAh2cPsDrkVAIVf9s0IVAiMTCuXJPVPcRqcdepMdwVEDt8Au5MTNUfCZB61HFDZPCOxYEh7C0RfsFPq8fQ3SQzyix3nC3yqdysdrD+XjBHnyNl97zwZCh/AvDlHXHv5/Uw/ACQ4w2iEjRFl1wTzoedVQO3+HNTOXMtnsJ7Z1BZZBcFzQvLmLzTkX2ZF8/9qSSO2VlHE9g5qqbSbR+hD+SCXdmLzy0CIPkanoYIL3KHZsE1+LiItwwYBu/jUEFekreN5WeWb3mAmy08d5NMDqOy9jxp6mQgm0EuuUcV5XFtrrvgt4b1GciPmo8UzhagGSN66oLjJGAWEMoPyxLYvcK+/Dsbn5CZSaoXEbFIBXoNlCKp0Wbtj6RbFWmVUgdkB06kIO3ozuL0qAx9LCwnGFlnN4C3pDEgi13eXAhb4qRrQuRsx/XpQZlUXGKVBChSzpgGz9Hxg4EDXU0TYSDdWAUW6/pmU9ovH9lKOjWdg8DB+zWGzoi6+PErQYs0EFsPkjOHAXzN6Zu8jvOpAvGqSo5tY7NyJwmthGb+HqwFrqVRTU5x1UJhhTWOEu/N5DG6w1bj9XNMlOwYmcDwHKyM2Vhsq5WHXJtJIQl0oKXGEMENiCDAQWZdDYMuXcdTN+BP5hOSCYdFJTvc1Y0WM3UTge+3efkhy8Z3adiNuJ2AIdzQsuy4z1Wq1zR3SEMSGN0YO8I0qg911sHLsyTij+eRgjom+8E7cSzsmO+bB6hKwn++zbA6M02cZijyqbWhGOzYnpn/czCHZwElh3CxQd8CMgRTJvxJWIgGGXz+/3HRopnflz49YBNEMbFIALbrxOY0LWfhkeaxUGz2Q437U8v7620iLCITzG+0yPqY+ONRi4E2QI9isyWm9GtFmPhBEOSEadUL3JKT0F/7mpPW/TBvdFecAxVsowzTCEByrkjYh9y/laSFoQrc252qi4tlVle2tTdIaLAomfE8FNUQEebooxC9pa9MFmFgYSer/r/oJ57cRdeEhDazHpevedfutdMKzZ7BiGDay84H68ew4FVp9iGqwXa/0DjSlnNdWTmtJZSdP9rSh8q5yY+N7ev8kIYB4ILg7TXZLsm143VJjiWOyTB5ENCmYhct320fdOuCI0O94bPeecBmgKGbEO1lCWNrTa5NRsM4b+AUVDmeSIfYtQmKDC876bnbTRvjHZeQ/OjSoY0Xvy00S948PJblTmQeiv71P24b40VQBD95vWHz1lJLg+UKB8kVKFQFHW3u18SjAgOArKgzZOiN0s+lpm3L3NGTCD0A/boABcVOuL2LXaqPWDWojOfu8U3vji7RQ12aFcdCLdbayBTuNT1lBHP4iBFp7QUqxwK8nVBikM3tcCED6gPWzIsK6Aqp6mNH0xYd7zfC0+fcvVzxHfGNeopgSWP84/EQsM55YzomKGND/EDkhqIZebRf10c4wVEPDfcnDXPdSfby1htwnbeQ6tCfVTAraMkAqFf2Dt7PLFR610PZcx5cTNa+SaSb/C52D8kAFQXzvyTJ3CGYzfXa5nHVSI+Ac0vwdfvSoDbA8yVMD4QMqytox+7nqBkOLATwSmHSDOAzeVcQZJqLxoBacDQ/eMuTMXVu+xwgSxCqsxncD6X+YceAgKYwTwOTTJKli7LhCzxPW7EypSIZlP+Jx7xu76VJ+LchKxxsMpsHtDpGhZXFkwH2qEIOJmbJVJG+apic2A8wsh1Pgooe118xVDREau492HwmdQI29MwV7Wh/JEvxp0AW6DAnCRTVtWuukc1diGFQr10IILAmMsWNAX8ORHiZ8TCdj1eecCYtGP75tN2yYHM3+8HAIravoi0fwm6tGbgD4j/Nh6Bxo4qSiHH7BJCPs7KwUmJYnh4xHKKZvcbGwYhmOAI87RQAwE3nlwACwRRCgSlGldTXqghnCtcI/BqC10aBpbIcZK6RH+YYbCrjntxGZE5tQ7LaKEeH3aWu0qCC4qDMPPLOGPXVsa9bDzZGFbJbw4a4Oj9aGQ1dTkIh0B425XI97E2ZVj6wEYTn3PilPzwX+a+QNbJKxEoDis2MEvzGWeJXDN1nnXFmdnCvssXvWTo/OtNYr8f6BUqFoIv/865TVkmQyhsHrCJ7zODgvee36R8/uUrN7WnOMdD9ejld/mc0+x1Wsi4oqSPkNYon1eIZLk1wfoPgi8uyBKWmwTDrpEJ3AVcfEuBH2iVoIbl/+QtcJ71pxZJX5obRsUgIts9uVQSkAUPleHh80RWuiXi7+IWE89Uc8xIefl8O4yZvoCloLrwKePoB0oAICEXRU6wwg3uUs0vy1Vu+z5XnQ7qsiZIjJiFZhjjBLAlg0OQyAW5/hLJxwxrnKzmYIWHAOnAicvH0np9DMBIaQ0fy4VXnfkYG/blMroRhhOiw5qCjbcTjyFqh5ox+UMoSAroIOonGtjk0wIVkrcIIxVaudNV8TbYR2H/n2LPIVFXqzA0JkDdu1AIUtPc3lWoIFGnAegc2zqlSBDmHdXaCZMoQvuGc9mfAx3DmJJ5D4Ydm4sa11Lox31N8daYEFa2YL00eqeBC8y4qOopDFu8PBPjoWkJupKiylj51FC+PceqID63T6xeACPCfGMeQjXYPite6zhswnvK7wXPR71unjapDsPCEDD5Y4LBHgCGGClXlx3/M6UQuXdahmqu9jYAkXHa4MO4NqgAFxg81DLPqt7l7UfW8/6nPD32ABiFqq2GM0BfVZo59rh75bApJKXOikRoCdpeiwLUfzopKERynJy1Tg1PCgHJeh6iTYLVE8zhYMgSMyG4AR7bfpaINhMrE9GAQxnu40BYHKTlSgknF3whoro0Q1V9ya0aDK2ZEanCe09h7LLVbe2uZo3LwBQ33pM+Ks5iVop+pmeITTO2q+c8IwpCzbiO/h+FzTu9efWnSIUsuYYYjksXA7EvxBBzAIThYBM3ynO3Yr1zExzpyCjkYp6/oWD9WAEHX6OT2rOFwetNCsBpt6DheNDDoBd/UbfAfM7xgQiHEBQSQEkQJQUKJHg4Ef+PBSSTv9G8PJlIqWW9d+9/vs+63QXgtDpI3K+VQIjynuvO8s8aG8tUN+xdpFGhLu9Lxe4HFDzct8oEFXT/IWcTkcp1agXAn12Dg7lipV1EBQ5Y6Gv9SgiHeDhLOXwAWqDAnBRTVn+0TTAcPHGlIEQ+4ps9vZnTPHdpRXLZrtD2sSgTv155DypdIicfZ9RzpXkDILX+PIllANia4DTvBCQNa65hKzwsJs55JLJIPupaQpK0wSBZxINbhUEsUYtLS3R6rrEDtDpmDf38rCmZiJ11zEYjJOzEeBGsJtUxMqLRW2HPtbo/AUR4945ffMbXDs81m3EVphGhUVgMfX/2VEMdEEgmxbI2XfjtqwsNnf26cNf72rItyx7bP1zFUBY/7Cg/dSzWGpj6JpC38hbT6FQolTtWNAdgeN97oBuZzv+DjJgMFVgKJzdrnnMuBbGx37qE3ym5jkUNCpLom8dnIlM6IHFtP7eV9S+UD1Kuv48tm8EcXUxYelcP+p7vqopM32u2wmLBOFvQPxVQ3s3aq6+CE4AcH/gveevl4gTkvfYQ6JCwydsye6SwUMbFICLa3qTwYtkzCOBx5RQD2l6Y0pAqO33CItoUxtlXwrNTh90n+URjNlairaWOlKr2MI3fl8oB7HUQxwDCxHWYj2xVmTKFqTbxAD9wq9vqsEhhgBoAsiH7HXYCoVBX6OOekLLx4iKA6QFgKMYud6S483dVUTbyxlXSsvWlReP4G51h2AJYXDtYulA29pgis1vzzX0OLxHEAqbmCXoFM+uYOrVM70DbG0FWPzgd5BUTeTxS/S1KF0crGeC+/hTwy2PnP9sJc/V+s+ZZjhMh3XKjPpbfY1nDD4HCH8uNJQ1tLlGVO6nNL0jyiAPOdz4++Y1ZhUqhQooxfhE3EriTgqUrJ6J8555cI2YHz7el7Km9T318gv4x4f9e5wdkTXgkLu+bq2B0DkxYgx0UIae1eUpskDiKrr0UaLFKqUtqh82Kb/DkztSGpkRo75r9vWt9fiz9sYHsA0KwAW3zmKMLeBQsHpwWQvHRlEAe2iMmjRiddt+9bF2z++MXZONafdB2K8JCINAtiQ9lsI1W6PqmfhRPcpRNT5YWdO7Qu5CsPb4WhLtj35gEaDsrC2JKtSqsM6kBK2OJRCeACP88RkCjRAsOK04xqBBrjHnfkvwoIU0axWzEJ23YHP1kIAwCFNbKcluCLo3xiK4Zqw5F4WFotX6iMU32HGD2jaqTKrF6oT/DLUdxDJmshyu9ic3nB4gPQ6KgHHFYIPhwDmhvsXzcgVmQgphNd6O4mUKAq0vgx+CqLhUM3EMvwdQFhpJC730h4ZeWCtg6ERXXYzdZziG4Hft5ogamrsYBmP9auUj9lMfd874nc57qc63YxNjw1+PUfRJjzeigHbuxxwXX7uRie68A6II4nkCZcG7jPLhfGgtgZ6sfOmxhs8xNm92H7D21UAB0GmDAnBRzSzaWHqXK4qhFnbvGnUFNHoWfd+LHLZgE9lpBdpTtLEWXFtvgFxN7UrKtQBA0AOhDRpXXABFeZDnX+6lnAGQr5TD1PRh/bDlJKUVYgfmNVVziQNA6uD8BWQPVFKQJZfSv3w6w/5N+8KnQkpTXAbvuYkRsPMrXoNOUSQ/tTKYW/e9v+F2HlZ4PMbH+dJ+CiKfqoR/37zu8tvqhoApmXO5Dlwp7GsPfdZuYMF4I9eR6ZEvINQ5z39u3C2okIegSyhPsJIhlHNkdyS0/6z0kZYi9IXMpzUx3bTb+48U0eHrZ8SlgE9eT1RcqbyCUqy8IUgvr2l7QHS6HVH+IQQbmvHGBAb1QNrB/fMavprQ+iFJP0OcCMr1euWHe9CyEKUJlbDOXJ+ljMTWRs+7GDvGKqN9AcfuY+8X/0FFUSbbeR/iYqAFFu0BChZThFl5N8ohZ+iYqH37jLTR0XmkffufRk7cuz1oALYNCsAFt44WjoZoYyu47EF9L61Ta3s614cFp9j+7AYVhcb6LNRgI3CHBS88LH+UAF4+LIKXSwDDj28i8xtwrc+IqjlggoT2nwevetO5HlCAvZuCdaxrBAbVNLqf0t7zqFZW8QYBocHR7ZrGVgXwce7/nulURW3bADXkk8vGY9LJCinOEvqkvXlLd1jK9nvzs5ynQok8lXMR+c4BayhtuqsscDCvYe62s24tBWtKtLmU0unTRMVTBeWHW0qpodXRhCYfHtHBx8WHbTdO7qunkFB439rqAhNbNZOyvFyYB4LYPlv8xDF1xkGZkyPcL4r9BJkqZr7CzdvxAQTj4Pt6JqHtQxXR3FaBggLXCF88KvPhpErqRsAtIcLjbKu8U8vAKCKbw4SWjya0fqym+lLJ9L/FfsoxJLObKR18wqBX4TwFypyd5yhyFmt9elrffZy1B5zjfDt2Xdq7Ff5iPndcGj1jj7sO9TxFYgVsHRT7GtnjzU/9jLyaC7QD1elT3HX/Qzogt138SZ9ye+655+hv/I2/QdeuXaPZbEZvetOb6H//7//tvoew++7v/m567LHH+Pu3vOUt9OEPf9jr4+7du/R1X/d1dHh4SJcvX6Zv/MZvpNPTU3pNtx4N3hOkMU07prRqBSKikbuPYpq37qZPe4+4CkI3QaevVKxDrgJ4pabqUkV0qaDkoKR0v6Bsf0vJfkH1fkXllYrWj0iRj2g6FTOE1bT/bE3X/p+GHn5fQlc/UNPsVsUCFNAz4gss0Uk7XrEc8I8F1kQJaFirIAUy9QVgQXJMgInyBre7RUZiVpXL+Y5udO1PCJH11YxOn0xZkAAyx5wsHk85DZFdDSgicw4rsHebUgrH+kpK99/Q0Pr1BY2ubmj/YE0Hl1Z0+ckjqv/EkhZPSsGXULHrzQRQpYBtjjinxOWWwhdBWjXVYPvbqyg5LCg9KIhmFStqYF+E0uOUPpwLl0oMKYla5nIuEI3lI7KWmlFN2ajiapJ8DKx/DAwEUTcmlN6YsEJpOR7O1YJnjDnCMzr6Y0Srx+U++DqQNfsV1de3tP6cLbsb7Dn6uVtEp+Nu0a9y3/qJPghVJClm5eufrt/gApH1bD93v+qsBU8pDQoMxfrQCIv+544RsqBO/r2+Rkf4nyOYM4bqxPbIHV8P7WVQAO7du0df9mVfRqPRiP7rf/2v9MEPfpD+2T/7Z3TlyhV3zA/+4A/SP//n/5z+5b/8l/S//tf/or29PXrrW99K6zWcuNIg/D/wgQ/QL//yL9PP/dzP0a/92q/R3/k7f4de641fxiAf21uYigjEe9H7rPuezaADGxvKVC9FSfUXCw7zrhcTjI63vn0hsWmDAx7CIZmWNJqVNJlvaTrf0nxvy9zq6aiWeu5zROBbiNz4WIPYBQT5AQ1wVh0q/7HgV6ltRmDZ+dRCxKYFSi5+Q8lBQenlLVuQ3AAhb8EHYAIUI5b3eeZLf7dB0OF1UBRDCWnvBcrI8rooPW6SA2vxTJGgFDwW/tcgsBoqrpeUTCpK05qytObaC6Cw3b+2pPXTFQtGuy6856gsKj8eL9jVlZLmrFhEb+co9lTSaFoKaxv4+REbMFKbu0Uq9A2dtRvD4zNHQSFTUwIfFfAziPUPYZ/eG9H4uREjQ+CD4CqU+2Y9eeMN1kpA6sTCPyNaPJbSyesa2l6DIoNIVTNRKGY0EQUk3S9ZoYOLIOb+0YqVp2Tp79MdwtIdKPPfWWcxo2CX0RAqmZ6y0E0D7IxZHee5Ke0x/M6a57NTILeKud+vtfR3KNexezwn+jG0C3YB/JN/8k/oqaeeop/6qZ9yn73+9a/3rP8f/uEfpu/6ru+iv/yX/zJ/9m//7b+l69ev03/6T/+J/vpf/+v0e7/3e/SLv/iL9Fu/9Vv0hV/4hXzMv/gX/4L+4l/8i/RP/+k/pccff5xec63zsgebqYaRzV4gWnF7vIMS+yqe6T4C684L2ouc1+cPJ/V5GOAWe+ElQrshmtbM4jcelTTKK0oTSekpK2O5gdcdQhFw8kgivDubFQfnSWS/wP0muh/sfyjFGlpggZWUGkpgt1HlRKNZQTVcCvYZNAnlpwlN7oKzQOW1x6ZCMb+Fkf/24HKacnEiLoTD8krgaR4i7meMgLaEpvfkAYdBgPY6dgDRYE7TkDJ1/DkNlY8WPNcpqqmZOd6UOeVpTbNRQemVgor9jAP09HXcPNtbiK0NRWKESmy21oK4VeQf61cpnq8RWly6F89NOAFi1qfOhHHPL5gDRnlQ1An94NAXx4wwYG2lJxmN72WUFIYVMm/XjKegmc8am8XQgzggZmXxFDjnbS6fKVLE66GRojQQ+tQw1TEUAI/J0E1id830oRz8fQhjuxMN54WVi+H72/cuqwwWG0Dp6Vw9QrITeKmUGHeyVuLcc2qDOXsDBD3FPHQv9MRhhOhUeL/nEfb63TQ/Bx3hZUYA/st/+S8stP/KX/kr9Mgjj9Dnf/7n00/8xE+47z/60Y/SjRs3GPa37dKlS/TFX/zF9N73vpf/xk/A/lb4o+H4NE0ZMYi1zWZDx8fH3r9XVQu1W094GT+YFvZ9CJdbyAE85w54aViXezH7zo9YCPo87xZtJTXetGu21PKsYiE0zith9TMMblYBYi5/VcnNWbg5fLGpWGXPpHT8+oSOPyOho89I6OR1KS2vZywAreUfGy8EFqLPweJmN1rUkIcw4O9NWdvJPZC8SPS4s1pVKmPU2o9YYNjMINwhIHyLU1nBtVipECBsEQWITKjUePel0Y1MUhvLh0tGVPJRRdNxSeO89O6vpoTyvYL9472lhMPLmQBK3MvJ0ykdfVbCzwGR//iOy+FiTpFRscmoWI2o2OQ8t+Bwt64JWNVex3btxjQNHROh5pyzR1APwlw3v59R+uKIqXmhYDBpjIlD4MJBC3GvWLeDVRxZEPJaUYRGZr6BjiweT6jct/CIxIVwPXrEh4wqiTdA4CFQLg527AqhPuXCGbd9ykGf5dyD5sWu4c7rQwz6+t+FdAX7g3s3rVLIyimUJI1cBGPh42IaQawwSo+hFN5OH/oRu8fYcS9hf/x0b//XEYCPfOQj9OM//uP0jne8g77zO7+Trfi/+3f/Lo3HY3rb297Gwh8NFr9u+Nt+h59QHryB5jldvXrVHRO2d7/73fSud72LXtXNg1j9z0KB3/vSh5q411n3Op/qOLVV6mn2SpvuWKd2pzM1vSEQNkVO2yIXYQROfxQzV/2xJR8ywsG1uw8YHfnAjQScAQbmmvJCC5ovU4Z+Z7fB4Ico/6abTriVdEKmI94TxQTWPx9SCvQ/vpNyMSIJKgwEkU47tkLebnYO9tSmkyAaXArZmW7mK65VQFTPGlrvNVS8gMpmkak319ZIT9eKFOG8frKmdAq/eEXzyZZm48KVXZ7kJc3HBc85oOsCQktlHuh71EvK3uPqKhQtouJaSSn4EtYZJfelGBMjAQWOA5JSU0MZFZtMvtukDs3RhEzaygvrCPQ1ZIyMQAhVjqTMMyNGUmIYzzJZojhP6sYEIidwQthnIQGeZg1DMXGPzr/w9lJKmysSrMomUQbl1aBU25TSSUl1XnP5anTG+qoavxccqtegWhd6XdrfYwGBjjAr6C6E6h1aosfSM5+hceEZGqHA7bPeA0Qg/MwLdtT7RaOCnDuTEB4XXDicm1B36dubgvsN53lAAV5GBaCua7bcf+AHfoD/BgLwu7/7u+zvhwLwcrV3vvOdrHTYBgQArohXVdNQlDIS7VfRY20lOnVEX2XA3mvKSdE8Yf5b+96Dcz1FJdhgQjcD5/kzNz+EvygA223OdeAba/3bmu6lYYc7AYWsf20E78HPurlqINlZRem4YkHW1ClzyxfjnOocAXVSKnhyX2IrtMWCv8Eeh10dCsD2ckrbZMR+6nSZ0fguIrobmt4xFMCWQyB8BlpoRltb6cxC5BVQAOgsq4Rz1qHAMDpiIufZJ2/71T5yrTiEEKa9Wkq0gn780JbGk4Kmo5L/sVCBx6FKWQGACwAKAMLYuDJij3QIPwVvw+nriLYPV/ycUAZ3fHnDtXxomRledimvzJu7LdvMCp1QNoPAxTHj9Uql/rWFBtKfyR0hDKps2iHSAGdikTeUU2MUDqw5uHEQOCrWf9u35wqyCogSWttDQzsL5jkbGwJPw3xL9R5qSllkw8RRwA3VJiR010wszsZ+F3wf9ZsHlnkUbTPKjVPWQ6QqJgwpqGwZKO8dpb8HPYi5rMJrd12OBneJBQOGm2DPevB1YF8Rj6IoToF3fJZD9P/LrQAgsv+Nb3yj99kb3vAG+o//8T/y748++ij/vHnzJh9rG/5+85vf7I65deuW10dZlpwZYM8P22Qy4X+v2qYWuRP+fn0VrzkNN+zDvRzWAjVfxSwO15H5NQKDuUC+QNj1uhX6hKJJ5UKa24St7pyFDwE6VRY3/kHggx1u8iJS+mo/LQ7740SIZqqZBJVl05Lm8y1NRiX7t9fbEW1QKKROaAuLbAOaWTDMBfdpaV1frGn2IlF1g2j1ENLUMqasBXvc+KgyQWDdgCv2T5qbddCjVr80tai1BlEnBmjFQxv+pthmglxAAC8zl4IIF4DrQxeW6SyC9p7sMwbCsH2kpvGsYMsfMRaYa1i2sP5n4y0HAjKtLZCXMqVs0QoeZ0F2TCpxLayQwvlIQQnuo5AtYjSqqN4rqIBCwCoFUXYChcfUeTACSWI0pNKiMLcZWmU3Pzod0cxvz+aNmIy9m0B3UlZ4OKXT2pFQKHFvSA9dpDS9K9wRPJdZt6peLBWRfyBdE3z/M0MMVSWUZzU9fPmE9mYbevbFq6xw8vFQDkoorTv8/6HwT3ZQ6Tb98SWx1lkjMcU9QJ4ivai1HL+GFyBqlQuAH4be27u9Jo6ChBkusUp81viIxoXE1mZn2oKgXXuK3pPcvCk1NEQ9HuD2f10BQAbAH/zBH3iffehDH6JnnnnGBQRCiL/nPe9xAh/WOnz73/RN38R/f+mXfindv3+f3v/+99MXfMEX8Ge/+qu/yugCYgVe0+08+FOwJ7oXVm1mEEM+BCjweGxhhxp7J/0r9jJELBHXV+waRojBApvfAG8/IrhzTqWygUjsw13b6nxinYPf2ykjdu+yVf9M6HGaNizkGDmGwM9qjjivtgLbghZW4ghMkFe4uZqUO2xe2XMSKAfhYovRsPDXEK6ORQDkz6fYuvVKMeixYjk+bpW3mykQDwtX4+9JJEtDWWsxZcCDMIFUTCqeB7ST5ZTnCO4WBF3C8s+MywWdFSdjmh+r4jox140ZO1CK7ZWGknnF4wbLHyL9oXglgManlfjeUeHvXsbCUIoxCSMgFJwRF3sy5D9amTUIjUGF24Wu122w1pgP4gby7lNaP4TMioRqlBc2xZ5GRwkTQ82gSCKI0wpRgwDZzb+vuawIU3IWStWl+ZpdKc/evEabTW6CCGVhZkcZzW6KYsl3EFGM/cVs3RBBsFtwjqtxYftUwtG7hm4972/oLvA+i/negzF4/ar4lY4bYsca9t+N+Kbnxb+ENVLCPcpdN5D4uj/adX21yQzt5VMAvu3bvo3+zJ/5M+wC+Kt/9a/S+973PvrX//pf8z8yvPff+q3fSt///d9Pn/3Zn80KwT/8h/+QI/u/+qu/2iEGf+Ev/AX623/7b7ProCgKevvb384ZAq/JDIAdizXp07zty6HVdSdgRGBJpLX5CpbLOu5PP8u6DF8Yt2kEp/Tm5ur3FhlTxzXla1MsJtPavkTv28IxeoPTmRDiOzbV/8qUqm1Gi+WEv+YgPrgX4HMGqoB0sEJt9rHNMoS5jZVhAxBFeOF6ppqdeA3kHGO1WqHpKRiBpeQqKWLsK1QaFEhcrFlT4hRxZRsEHsp17PxE51lfR23kUFzSlQxwuRnT6hSRcET5rORDbQxAhkC+IqfmkxNGZtAH8wG45++zSlorju8TczuqqUYgXNZwkF9VZBINb6Q45n1+q6ZyKuRAfG8o0LQ0aZv8TERRTW3ti3Bjj8DUVsGyei2eyfx2RZNjkCoZCuIMLghToMc8s1bYtUxXorDqzpVVa9YaAkUZuVmNaFuM6XY2Y0WTlVC4BdivIggWSkhPXzRIQ59gVvdjFZ6OVR5RFrzsD43Mhf2q44NwBj+jKDz1LDbASHqoVqjc39pyD471DASn3Jk3QwcR1zssdz0/CoVwmRFmXbWpS0HTS9z9wnCY+X7QAl42BeCLvuiL6Gd/9mfZJ/+93/u9LOCR9oe8ftv+/t//+7RYLDivH5b+n/2zf5bT/qbTqTvm3/27f8dC/yu+4is4+v9rv/ZrmTvgtdr4ZdWbUmTj6z+3rU7HUciAyPelVjYirV353RPieuW6zG408jjW3EsWvNw7ztN9e9cxm7ZmS3NBQoaulzeFnipwuBf40uF3hZCvtxltTSlgDuAy7gREonNRIGzgFprs2fy8uYR4gaW7nzCpC7gIONq8TGh+I5HCI5hD4w/2lBP+Pahjr1q+kUJGjp7YBJ/ZOAsIzdltMOUZMiIjT6OPpCd1E32Mb6VUvy6j+d6GlkdTsWCThv3/+IflMmoqWjy/R/OPScQ8yIk2l83zARKzFYZAKeLT3hMUlWadibMDimaZUnIiAYDEzI5mLiup0IZ/TA+MYkxIA3U+cjMH3HXEAg7vWwtwNQf2c6ABjBhFhNmZqFYXP5a1Vjc0u9nQ5pNj5m1g1APHGDcCF46CQrJNaPZ8SvtgATTWP3eLGBTFYujcK/qdsQhSMC4Nm3v+dzUfHSVDKwtaUQ8VDHWNzqX1Wu4T6rFj0AKUoAP76/UaUTa8d6gvE0AN1qFFkefXJ/zdp72C/hyb7gPSXhYq4L/0l/4S/+trQAGgHOBfX0PE/0//9E/Tp13bBRXuWp/mBUBEO6rbQXgx2YrZiGFpFlwiN6UUVdHs5qJexqhvP0TdNPKg4cPIxuqsm/D8gIkwjBWQD9XGFTRO51oJnMyELIgAhy9dQeochGbKzHKZUJ1PHbPQ7fUxNSgN/HBKiycAd1dCNJMSE9osnyQqf29Ch39klAD1vPT9+oGUrXBDLMLec8RwNfjyhRDHpqghHsH6qqW4zi562D7FgIMbbyd0epxTyQQ8FUetZxnSLgWuL8uU1ndmNP7dCY/v/mclVFxq2CXDCAWjJoKgjO8nNL/VcL17ybKA4APSoiQHXAFbKaAAVj4O4jTkO6B+Zh89l2MWV8/sNgo2gcTJFGxS6ykKh0dv1H+OoYDZlb4WVQQin2EsKE988FGkmaZcNAqWPwJLeb1tUIteFMO954Fs+YE7VviH76+F8q2LwY03prRoRceusT4FJnZuuFbOsqRVfx2LvEdoy14iyo6j5O3AmJHrur9F4HeQA3ezdpKCd05dwyMRCu9R70vqmh7vQAcaGNpQC+CCWvRljwX5eScFf2aSs1zMxNKy6WYcmMOWmggdrskellSNcAt4aTsq771jdfZsHDE4MdwA3YYW3ucOJQf+VWzKKBiEADAOMrPWuAn+ggIASxuIB+IJbHBZbN70Z3BLgO719HU1VZcRFCAERWijSUnppKHV42OavJjS/EXk7rVBRPxfpczo5+gsMxQyuifPALEJTHLErgVkBBgXg8mzd9OxY7ze/KufgPTz35vSCYL0DkshAaKGijKjcp1T+eKI9n8/47z4488g2jwMLdE8j7HUUWBB3xAXvWE0KU8YmWCXClCAXOAJZ/ErjQ3oC+4RNMTMRzBr5wYR+2A8xGAhOF0Z1z4OAH2fmrgmsNb12gnXce+aUue439V5orQ2NLsNzRB8/1ACDIlTmdD0DpQZlJyuHOzvhLvNLgiU4tB6dmMMx2TumdcCxzQENQyCd67zO/V/FkWPeqY+GvGvZTLPr39ymD4YCyb2rxlcPMY81nNvnX3KKAPNWXPg7s8cex6l8wFrgwJwkQ0bsBbMtnUiltV3ajOA3xMc6yA/YT8oNnK8EFzlTjZ05mofJZSXslt5pV77Nkll6Vs/t4Mz7YsVWBB2jO7j4Pid1ll4/+ozex6EOqB4RPhzRgC45Q0sy8J/AWGFjdnUlw/GFesf6An4+U8/o6L6oBLYPK85gA5BbRtA6fCtJyDZSWh6BJTBpPhZ9l4zF+4yDPG3OZ0QrFvOYDA1BuASsFTGQVBXxzrU47cQaWyaTIT84ceAKuS0eCaj6mpFBZSZ45wmN1Oa35A5hLKDokxcRQ/npg1nVdSbnJpFLoIePv5DohXiSFYmvQ/NBGImRUrZKmMljJ+xiYTHWgMfAXLzBZkhyuCyGTV8zZM9QaZQ9bFdH3E2PiffWAkwf5m4gU56Wt/asspByIQZ+8w7TyzT+e2apvclQ8MSC2UbKWik12YfYtO5GXutoIpdOAZd2tt7h4K13AkK7Gn2PWG0K+1363GfMcGvx2cNFYUGuXfAIhx2XLoMdXCfLV1woJHoYkBc2EttLCFaZBXIoEpgX4tud64a4Fkb1IPRBgXgoppnwQVLM7ZSbZ1vRvNlsTI1KgL/RogDQAqUbKYQkjWivpEat4HVKdZZx3Ls4SaPWlqhUA+Ukqge0bM5d3zlIfwYuz5iGo6FVwDWJfL4cf8ctLWSSnNt8JfZDEK4024qBm5fPpzS6WdW1KDCGyoBmmBDMBRCAUCiOxjmcC54+zGPUADspuVlQ9hnpPYSLgIEUpmroqgxmsF8BxKbMcaYERfRZxlq+ueAYMjzDZuGsYHECLTCxVxeZfbpryRIDYrT+ioxDwGUHTvvKKhT476AqgBFgrVbSxlhBNkxgqQHOQa/f+ICM8FtAAUA8QS8Bo1yZFPEoBBwLYirJS22YxofJRwYGFqyetl7r4SYa77g0kpybO/WCmlyTiFnn6GNw2C2QRPhr9aoSyvs44LYpZSo+7N6YojKSYxAV3C6qUoia81mogQKJDdb98M73kcnokpM+LmqjOmUsGAaNcHSTiQhGE9sAwkh/pZ0q71ntxsGNQWsctBxEyhlQVcKHZq0QQG4qGZfApvuEq7TiE+8fUFN0Bw41pkX38D/pg47R2zbOvNcsU1V3wo3Vk8RCYYYQpmBEhAKKzc0J2y78GzYb3Rq9HupUZBagr4gkMYntjqdVPgrWbhJMB/OGS2JRicmrZCtSNV/KlXilo81TPiCYDmQE6HDqkRut5EAKGaD2IKNzSwI7lXPZzh3qQh/VP/jOgB4PiaeAfA6EIFylrKViWA2N5/Kao1unsH8eQFb5rmI0G8lKq8D5LdPEyoPMRaJCUksApA2THInrggpuQwUoOasBKFFntxOaQ3UCTEY6BbzDIt4CUjc9A/qXGtxopWSU88BleZeiks1bS/llK/aBHLPwtUCSm/yEYu48yx0w/OW23TH9Vm9ev13sm/03AeGovccjHIes3a9vsJ6H8GxHcEfIG38kbKw3Wd90e/WIrcKtn6fwr0lsPJj4+wLCOZjFSeAc4lE7sESL4XoR68FbytI2jXKn+kFYDJE1LUsMuDNhTpPr4uhtW1QAC6q6c28Q7YRWLC26VVrfYXeAjYvAzZxWGcWScwjG1TwsvduBHpTsoE7AVLggguDjbSjaLRD7F6rDxmIWPH8J9LS84RW1xC5b9wgRvjzLYEK9jRluJmD7CoLSTZU5Sba/2Hk4qFufcI8AvU6IypShrQBOzfgFphJDmB61/iuww1ZP0dl1SACHvXit1chAMUlgUAyuGfqwrhsUsDroC9WkeQ6erxHEETnyf4aCkb1UzIqJMcdgYLgJkAa5YoJ9MWyJ8PfD2WSUyq5fkJDhx9HSimomCXrAC0DedJdyR44eUrYDYFwsMKB+eTSyyZ9Ey6Djcwtl2TuUZzkHpJAwBnmtoh1G/uso9RGFCavRdZur17csaRbK9OLB4goEd6zCVGCjiWsIIHIYDpskT39aBect57C9yqIwveEv/1OE/gksWweNYwdyla7jbVawM4CQPyZrEeZe8WeZrEpk1rYsjqalFPlUrD9hOMZWtsGBeAim4YBY+993+LUSoNDEcCGJkKGff1a++9jI2t8eI2hcbVpeGPi89oPPZg+oDKNQfnh/cWso87GHtsIzN9ANRbXE1o/YqoN8vGi9PA+kYLTXe4r3aY0vceBEa4kcDFHYIGUeGUEwNQrsFwCDIcbGlv0zemUOt3LZGDYjRiC0kaA45oIzJQ4BSkUY0OUHLJjNjFQHMNlgwh5DwXQm3CPMtXnOw89SvY8uB5GyJ2/klI2KymZlUwOxOmCyxGlzKOPe0Z8ScPQPmdUAFE5renwo5LaxymMiJcskCopGRQQ9szPz4pEQ81hKbz5C8PPgPmpWt4D+4xDhcX51S1fhFFcZfNX5EvmHLterZLaxmQIGoQ4GVYMOZhU+CbwrxcJU8/XftVRUvV8ezUNImtXPcdWke4+t+6zVlpI7CEHzzbWvBiByDunlQKnB4THOoErwtOjVQ6Vlijlb9zokDk6w3cfU+L0eBXXBgR9Swdsj+kKey/kwAUDxi//ILZBAbjI5ow+2YTPhUipxSplcGXDZmIZczb/bTZp+GFdqdyz+g2sWK99ClBZ1EWg/nb73C5e/VDYGfKazRX8k9iHlpkM1ryJHDclapHTj2NBGiMCWjpiEp77OTV7sFRrX/iDn5/nUVj/IDSBIjCkbNwuxX7qUi8TK1xBP4wiQszNINXvnKXGoQQNJVyRDlX5ZHyoFIg0zvEpYgNaaNR7XiGUav8MrTg7pz2KF+INZjfh28+oSEdcOIiVF7iOxhWjEyywTVlf5gYw94PGmQvWH246Rd47mP/sNdgFtV+KFoZiAZXxowNVQbwG4h9sWqpWdiyaxTTMhqDICv8ADetzPdl1i1gNuHjwj7MZDDUxxjE+RSyJxIuESBQrdTh3KoGm6AuBpYihcPe3S7nVcx9T0vpQgeYckfrBz9AVFwY1untSNRBi7157bWtdm7kKaKJlftXALJvh/4+9f425bsnqwtEx51yX5/Le9qX33r37RquI/edwOQciwQiBQLg0QVSMQYgSJaBH0BiMIlGIeDlEJFw1Ej8QJQETPyjH+AFB8QSMLQLaIthio013073v+709l3Wbc578xqiqOWrMUXM9u//dT/fud1X2u5+15qpZs6pmVY37byBSQbWZQ/k6DGwahPal0YKF0bKFv0LwA3hPEFQy4B8vp4Atij8QRllrEg4F5cAAfCIUwxGnvac4W040sxNbLw6sGirlUEckHZGG+XtIyRpuHopSw2pu2VOxFqVxUywxT989qUCpXG19z8ktFnFmC5gAsU/4p8F/OBWxGD8BF4vwu5gbANI6nNAQNrhFAiHVHyb+fD9s5T3D9cKMMLsIQD0zZN6rafV4LZC3YcfAORFgTPC0ByPAhFDvpkToQoY59C/8gPEAOEcDJWWERr0nr+izWRMmK80xXsC9jrbP13S+mLEvwOxIkgaxU+Apstz1LLljMQmgUmBKdIrX2C6cJVnCHg7i6IdCK8Acy0sEk8Q+FEGTgrnMBPDKEP+5EG7UT1oXfp4aMI3nRRivita3a34XHCETomP4vSNPwRw31cEslM83mDpoZPA+8G7BXG7uVXT6XJ1lFfTWcmbz1vUK76tUMlW9lXwt4+D81cRfMwuj52u1fQTi0vj7GjfEQfkT7WJulrFmj9HZkZ4bGOyYB0K9/6QRiAxFJpQI8U9CQ5T+rzDn43mOnYx/r3bfJ3s5MADXXbQToJXuHNWXvo8J2VnP4Vccxx3CfIQBCJoAoOhBVdv3fFiPij5EjXThSqOaWr6WTWO5ev2TiaWf0ghwXvqbIOqSTS/NIY812imJ2pst1Y9tWI2/vVzKwR9Q4zAfIEQ47DmhTAgl1A8FIURI3PFzNZ28KAmCMMfb05rTEuM+1Ike4exsuRwkTgyUcw6AvgaCT1YbgP6Cb1kIE7dv7KO5cJDZRlEb5h0gUuDGc4Czrelys6DuyYoqpPdl20lN1bIVCfB+w9gCEQZZtxHXhOQ/GFTC6dkXor8HgwHnR6Dm0TnyBKgEPep9Ri0Jq+xnCCcURMskhQZYZo+Q6WucNfJ2zaGITMCR7pl9Q8Jc90glDThkosV9olkIb8R4mal7ombTEKMXHgt5QbTJ2bMV3QbA1ErFmps9kV5ZlFITY321MvJl8IhnZFJjNJDSCqQoAGPuG81Z2NeZzT5B4irsARsuqBkN4xxo+zxiYlJnlMABhdoMTqI1v2/GxkDmUGVmi9L+0PlBAxDbjk6iVrofFc2cKBChSRyKR7AcGICPQ8lshLrsW5vw+F4DsU2+MvRqCI1jG+2aaH4pMLzuQneYivg3l9DMYaDUrdlBtS/e3xJ/DRCkL5sQpUwz0AiwDAg8X1/VzPBwFATi+EWglZwB53Oqly21Nzpqj2qiB0NbkEJPXgAkLhATkZUQ8XCBqCPfy7Ziz/ebgHrFwR8IFWz7UNtDumTiD00BBOaQ9Y7t/Y1Iz8AmSJIN+x/og0uFlkVtgcMcJedNbzodRip7l/ZdBOYIWqObv9PR0atwhlzQ5Ztm1N8I2AlIcHMpjM/iHhiFICDCvBIIxUDsQmKloCXgiJTI5ABnANEG5zPWooCZOH0+wEErtX9k4jgHQxOyIkaGIhBokUgD5oBlkkOH8BsiQZg5vIH0ygJwxJkYmR4L8cj2WZgjJv6PCfGH3wZ8StqTjpavCOof3s/mRk3Nps3C3MYvJJudUb2RlOxodSZD53S/zXsdOyfY3737B6O41mC4TIJmMDXxj+9K4Yvk6zL6tgxOhHif3byms2cbunyD7GeYnZavEB2/gsRRAXXTPhuXoskhG9MV1f8fiargESsHBuC6SuXZxBR3Pf45fbZpW6HOhpp/uyLawaEbiVFaqFrFeSs7tLx1b3/zFAWJ0I+dbbJ2IkNupYPCeNzumEPQek+zv8Pxjha3NrQ6X1B3EQBsWLsryIBMRDYI68NciAmA2w0YAJiv5V3MTU0XT9Vss2fCHyIAYfe/8eGOk8tE+zQTrIC2yKruOZgF2M8lOUx/EcQmJrLEULpQg1cgLDrRT3S6xHthB7eB2Om5dp35lO3UzlmJcYpSe/rLxLVn+/b8DLkIatrcnLEmCbeBQQDxj/4MJU0US52M/0+0fpKoPcV8ctIBzhKIREEIoYS0DWjhAaApJK8Cbj4Nav/UfzCvQXvC/itBQVEsEHznYkYBdgFrh5A6GsQ/4B1w6mmkQb4EgyP7BQUMx+qxIYMhYxbAqRSREht5L9AIIJyz2dYcEjm1T/aVsdNjiEnX77J0s6OhizfG3BK8NiMTlgvHqYlBiaeIv5GQszHqNeWM3Ys0GD4PabWZ+AeQsrNna3r4jlZSfAfzQ3vcsOlmea/hyBiY0uIcRYCgRPy5QeUoGechjc3RPiReSR0+BwVAVg4MwHUVj3imz9HKX9iITluQUiFd4TCNedhZ/R/C3z7iYp87pUmIm9AQodFv8avHeBQOmHSItEK06P6cVujL+YzqleQCYCREaED4NInNIAogJqPJn4dryFSIeWOYXtidQ0Kb+TkgcMPpGeBok6YmxlVjro8FQbBfQ2cdpHnWCggyIbQCcEKMhCTTkkTHtIdwAhTVuJ53NwyQk+iooShHKy/0LI63JPNgfYBJ5DlV850VY6cd6knIBcYJR8b2JPoAiB9BddbQ7Kyi41ck74HcOmSuZK1BAtYRSVE8/qMWSxJZed7cluBAk8DmlwCIRSet+IghqgHRCEi/fCl+IMwwh0iAmESLNTeRoUMExFnNKIj8ruAjuhSUQ4BRicbDYGlrBjmax8weyE1rorJPaaR15j0TljcK4bPvOGqZVF9KkQiWIbBtp+ghs/YskzDlDKnX5Mg3osdaaejsU4j6x7e0PN5yJMrmck7tKWYDzDg0QzWdPtcxnkfqj+p4ZHRGz9f1HCbAan8OmoC8HBiAj3NxVYCOmjAjoJFZAPQqCL8+j0ocvdd+4TfZZFqsVPWNjdA7JGxJDHoBknV0uJiDjTMLntXUzmYSs8+UNISK4WDn2PNwG9IRvwpCLxxBNrzQ/5jBLj0zOichPbDWanTRThmkd90a4IMRTdDX7GzGbSEPwKtgwiBhi1e6hKap24IfR/I0t++k9D0OwZF2PILhhYJZzUq6rtW6ugPqhep4a/T/5gfhfFLT6g2iVYFJBYh/J88BKwBOf4GlDQxVdARjtXxQNUckuwgow7gL7qDHPiNpHGFOOjAgoQL6wiGNF4CMhmZMzBZgQtaALoZJCYwDYLMZ/wBrRqIW2IcBoYutwGqLScbsg6xvZQaZbd4nom3izIvnyrTCwEoDPLSW1IPSJG0cdpIMIaiRSUr5FabWibMmsuuBWHtrpWRuykIJrTOkDbsLjDMYKWBgVB86ou3pXHx1oEGbd9TCJ4dq2twWYC74q4AZT2dC/F8w52Cvclf1gyZoejrFkjbsoALQ5cAAXGfR3u5KVas9/mO9oo4wAl3oA3zqmVdheF3VWGGDeUyDVjWH+unAVulD08FhDhJX4lGPggSH7Hd9AweiAP8b64Q4dg6B3EpyIEgSUPvGDGaJgMRDRdk+BSxoUI3qh0uueIkeANFgBzPOSiiScIxzZ4LBIZoSNoeEOpzD4ESwAcAIoPDBvYHNM6Rs9uZdS5IlIq//fiTnmQdrq+c/vitoNmwa3/AbvORv/Z+aFvdrZnAYrfFBgCGO7xl4C0FyZs0Uo8cFyX8K+EpLpUrbkTEBHPoazAaXNVVrCemMWpb5uawFREFE0CUJ+ws2/xBOivcEWGNOO83OnPF9ik/N2CHWMqjDGOM1STVd0xpZO29XtL2F9VjRzd8mOoKZyOQ4kL4ZjUsY9/YkODkiAdh8CO9EeCNU5uLwq9txNEn6nTrF1Txdoa73rHi+xfcMR2T0n32UVhVVFzPq7jbUnPS0u9VSddyyYNCtK9rcqWgNzc0KTLRokJLTX9CSTC53O3+agYhKHAUodCgHBuD6Sn/1RZtvQO2JfIX4fq/d+D20nQ5TR9XmtjNFhJzIgSt5BSuVYcZAGLUlM/+bnk5eFE92ePKzA9lMJDgQABziINSQPI/uBrz9ELecaSZsyJQz7sxkweF+HS3vyTP7qqYdDnx2Pgwpidfi/LfgLHpBot3J4QyVMiS3lCaX+xqkf28enXkTe3FkUcz8TqhlR3PvFL0OYh8sY8CSfAEiFqYE+J0wWmQ48DNP9fBik5Qb16/XrxIzYlTqsUArND+XEFG5QZxDhckSjAbY7xlrIY4t4BLsVsEssej53YE4C4rhEE2DtsBAaLhbb72I1B4QM3s4I4qPCfwMJFIEWS172t3sqG4bmq1CXgRv/HovIoLhCOGn8HMQ5oSZFvCfWwlhXNxHHgjFdCmmG+s17bUYvreH4RqZN3Q9o4HxNDGJoU7huZJ1UnJNhJBb5JJYy7W66enoxpoxKrqzhuccWBtsIkNESupKCFW0eP92/vRfR0jJNBQH+s/lwABcZwkEKHNK4b+ONJRKjJONXgJWNze0nb6raqNDPlbz9pDXhykGwbFXlqT5K2k3tBSuD/6gtkc+dhBjeORz2NdRkDzvw6aNVLsh5CyGmulxKYYjaiCsVOTZXdEe7PXtog7ZysT2zOYXEP8LpIwVqd8yUyCKbG5Yhbh6ZfcezUMhhMxTdY7qaY2BYgoGwKR8TH0poVPh4C+pk4ffBgk767eKAS8+Iw6ofw3rD4S662kJsKZeJGSR5sVkw7kRLgbpWPoq7w5gR/DZgNc/Ej9FYiRQ0yHhFMAN4RfChDpOgtPn0Bf+2EGrUNHZmxBeCE1DiK3HCQv0yRs72gDG+hVEF8Dr3ex5q/WpopOjRDnE8EZ+p9BGIXoh+DKcvCgIjhwZcYLohqAtCFonMEHs47LTTLjR1xeJ/4AZoAl9UUNgIgmiwyv6jVBLye9RSYKqeUtN3VF9uqGLkzm1bUM1pzuveT9H0B67hib52n5iCekxXlWQ+iQvBwbgukokPkwHQgxvNSFJG4loOLQnOGBHgzAVpme9yIu2+In7sz7GdKBZpbJ0pw+SkQ07dkH9jkOTs+o9sLCxsbIc5vuKZwvVfU2XQ7vQQIDA9wgZwPwfSz1ILDio8FtUcftUfIANzko11S9NzQv1Cu3EOnoNaM1CYoAKpRSVkHmjxy56zw92oFE4o2JgsratQ5xD8NONUZpFFOemp+OX25AoSrQQEaLZTWLTwX8BWgHx22BmIDIyYOg24q+BdwnpOmUF9JxqtaYKdA1Q1c80kn2Rs3YGpggnLNAmz2e87y+eQShvRUcvG22eNfmAYLJznMIpAM4CHC5h6oAWDJEUwANpgV0hwFWXTwrTkDIYwpyxgae9JHlKOSj0cy2qn+5PZOTCeLMzIjU1MBP52SHgZXA4XT8R6wfmBL48ryzp8qKh46cvmEFqoR1Y1Sn1N0eDqH0TmWHumjaFlpgz77WBETxI/6kcGIBrLNGZr1KEXK/F0bmXqWSHUzfLmJY9wHuobtCoeCc4+Ux1Hjl5c+CP2grP0H3P2hlow0hllzE/jufyqHvKecxK+5ZIZVJ/yBo3Un+ak8RqBiANVi0OUEGdY0kRhAL2fOABsA+TxLZHlWelYJnT+CbeWZob9UOWxjS+C8W0lZiYjMiXtD1W9btnzpO5JhDb1I5mYrUneInxM9/3MTPpJ48YhCgONxNcdrNUgXYAKZQ5E+SxyWGPCImVhIsiWmQkJduxcIy7tHHxJDJBilaKoZ9DvgpmLM6Rc0GYgu3tnhNaLe8Gtbbur91DKcokqM9PWpoxhHNF7WrG0Q5QJMAstrwv5iZoQ+DjwPdF5qaNURgS1shptC2MgM18WZLw429We+GdX4FBh1lu9WTNTBK0GLslQi4rjuapLuZ0SafUH3WC4xC0MOi75bvylL559j9rFkv9UsqbYR+9RlCzT+JyYAA+TkXDao4ocYSszjaWZLGLn101Vomgm41RMgt4QEX2sB6Nwx7kcdM5kqMmzpMS3xQRMP3MfohtmfutI5fv95CHYGVMSxgX4uSru0g5HJDrkDlvBe9ypN6F5AK1rUiDbIsOCITQEIwZjoKkO2KkbB5VdZPXjmKoRuP3bi+9F9tIvBShYx2GJmvDsdfmDM4Ek2HfWTj8s7GmjHV5VrtJ1W4w4Yg2hxjemfEgmuClfwm/AVGXJ07dK5kU3NP2uKGLZysm7myqQ3jqvAvhiA23HaVaFH7mnlBdMRWGf5FhBTPRtFTNe+rgRc9RC4CoFnOBgFJFkKzAjIUoBzABYBQYFvluR7WCoR4lD1NmyhEGhWJ+8n2soj7ifWEhQOty+mH4MVS0eUxCL5F8CpMAx8DmJdgxeuqe2FJ3o6L6w8IwucUS/Thfnlkt9teumUNJ5cAAXGeJC9QcgrwkbW5xu5h57TroXxMHtqjK/N9K92QH6RS0aYmIpQPAt6+PGANrpzbagfQYZ2NnUq43nBER2a/xKKq5Q+HschGwpK74UIXaFY5+6aYwJkgy8AJvNlUCOdFzZEsW+qTH4GlX7G/QqgK1EBDDTVAfz8VPgR0j4QwXY9YDzkFcPzYMzPPDGBi7CdFwSqNku2vfm/PdEoHc8UxLgtOH/8hHBVLpq4g5D5DMTYj2WCmnv30MRSDI+Mt2+lNJy02Q1I9avh3RCRxBwlgFUAEIPgSbKSxDaJ8Hk9ca2qWAa7GqqKsa2m6PqD7ZMfJlta2FyEeCH01inN45ZKYEoQ2ZEuE7U90Ec1rRkhNhOWdOmidnY2VaJpUPojBFcfIx1pOXMLENne0kpwYwGDgZF+9JmRfkkwCzJM6XHvcZ4ILDc70zweuC/jjFHz6K5cAAXHdRxCWLqbX1LNIbOX/3HboOkRxJtqWD0zuUSt9Lj9f4KNk4lNQ24ZmvidSV7NUThFVLn66jop4rNU7X7IGfGklQdPYWyVPAv8WDHQcwws1OOtoBfOheTfNz7U6uBmjfh/09q1cVGRlg4l88BdjiIUKCPa0hfS5rRjnkTH+6PYd5dIl/4Xu2RHR7Kltjdr99hr7XuX9YHwpUyHvH3lgKa15/13gQeg5KJoQSgYkSN2eWxLuH5L+qGRSJpV1478fwOJ10ST/TMASMt3DR0wZRC0fir1BvGyH4542oxwPaZAxZhJZBGAxZA4C6Tn2EyQoRCV1FW4Q+IvohRkjoMQethlwz6iS1fyuD2CeXw8QrSZtR/9ivApE8LTVriflHmGR0VGRmpSZafnhGpx/q2fzia+kKDKg+OzwBSWslDiUrBwbgukqUqPXhrVVTpWIOMk9FayUcey1rTh3CrjOZ9cae0jh4xRDy0dDi4aH70xeeFa5NRhXY51oUvCjlWoG2pGqO91oJzRBHhJ+dvxE21556INGB+LP9P6IXAR+/pf6iofVtotM5JDnF7WmnydKzYkiVIcpa9YkCAnH5Bok5Z6mPkfeCdNZIKmWEu528LOp7HVZoTR6aYUsMmJ5j08/Ra/AcQZ15H/8g490tgLkAQg9C2dGc7fuBGGX7RToh/Sw0qvEfSsyuqV9qI9s3IclWA8YkYA+w3X+J9M9SEZDIEXOAIYpxS/CIZwlX8kM7qpD4TISZ9uyMyKpzjlQQiZlBLquB4QSmPoPnNLUAGIXfmRGIY0D/sAY5jwagskM2Sj0vUbJOfTESvnLCIw9iN/0wFrvjewdx5xDNkL6ZfwuOl8yQBdAmTyOSM8sFRsB7p/pe/n7QA8RyYACus1jib4SPRAzMoZs7gTkSS+lg9UK99M9WkixJoFPfS5KionVWcsgOnUSIh8aTg5cen8pzLqpLBZ0aH1QAuBnbk21fB6hXGx6otQf8U3D2A9IfwxCzk3dPFatcASmHUx4xzsCThZOT2Jlhoz1aCw56fPZeFWYmvfiOdegPktvgMGVmAepUtv0GJgCQxPOeQVbgKAY/Bu91ZfMVf9N5KPScaUYrfIcDGoelhZA6qNOzTG/qHdn3gDYYL+EE4xCGBhqMetdwjgKA56S2wsuODmEZqr497M28ZrnrnXG7zI5aw5wk6KbE5qPvRy9DkgZBQ9RATeujHVVQz68bkW5DWmLdFjziAeIz4q60VkxpVxCCyuNtg78C1lZIJAX7OdAFj18Wxz4QdDjXMWMQQv5qpYaT9aH8BMKzrFlFwHLiHtQb2UyZSuWbKnnamJjuN7YZQmuhhfCAzUbrTe+D2E+VK2AvOR+dUQdNQCwHBuCayihsJn6P0o0WU1V40dBALh1GB6Eoybs7wXLNbsemOq3a2XNPkiBNlrDcMaxSSFxqU7Nnvt8R/AYHO0jcotKWuHokmkn22pG78ASTE3/PJAtFlA2R9ZgkqFPRH04/C1vmsqNq3gnRR3fwF3gBrxzzgQzVLLyzj+5GdbYSt80caofJNK/WHq7XAlIWw6Ya1L18H3umi+TZgRjUAZVwCQbATnCuDRk5QZbWR8SZQbw6svLdFokORAplebenk5cGcKRcAjM+H3jHpyE73yKC3kiSHzAFdddxe+J8KA0kRiqmtrVMnWLeokZD9zsRWee+bI4DBxRhhOHst34MfRF/i8XDhtXzRy/BB6Ohljdk1ASJ1M6pp6ExuKzoJGZInCiJN+gC3sF9OCl2PM8g3PArwDqS+H5xWoxMF67N2ONfIlX6KE1zGG1kEocxDutKc+Mm1FgxA8J0xfNpzOBZc1u8f9Ai5ELNqK6uV7qc0BfzpEruXHrAQQf6n8qBAbjOkg7u4YT3JLARMVdcMEcCaM/qgkd/yc6t7xs9s9SXffXsQWp8D3IzQ078fJWwPIilW0CqPhZimwE/vwNyG9SoOHxDXLOjCUkbX/d5QsobaWRG86fiCasAJ3unpcWdNc2PttR2NdU1bLYzamGr3Q45AlA/wrhaNU8ppj9K/J4tVDtvsTQHnHg1xuyeyByyWSB6Z4/na2RGCuF+CX1StS/mCbkAIshodTeDsxsyLMJH7bSi7VlFSy25GyY2PhdZAuGgxsR/SZzJMTGFyDMEx7UtUgwD6Knfb0owY9JTvldatCWg28HHgs0stwTVj7Mg9qJ5YQTCbUgHzfH7ITtlhIlmpEpkYRTnQ68TmdBrmc4uIEsCwRDvm2P/JfGXxjyIEMHxPVec6yDE06WwVGGiGeZYMZViSnHOpPTeej/6woQy6qiA4bgbzqzE/Br/EA3vXdTkeP2ZKjHfhNfGoXA5MADXWDLbrZbmNUiMEmjSwctaZQkDHB3EJcltsiPO5pracB5xsnCgE8yB/X0UEpgdRMMBD8kfXvYiXYbDqZUQPLmxFhCeXUhjq/qoseZH/fRCgqyQUNCm4LoAAxFt3iqUePtwQbvNjGjRcaazIBqLc9M2OGbhb9L8Ds91IyU8Nar+qqSsbA1gXtAlHdOt14vRlFjnUInKEE0BCHKHbIkh1DHis0ubQcpFlMMtIf54P+x4GDK2gYiDOC7O0UZfnmPQECZqAad/judKHDtLzvCyh/Yn2LSzaIqsscKcjdbF2Myzr0D639xCRAfgeeNLCvkEwvplxL3Lio5eqtNcSOIpaEMkVfT8ImSAHDHsQaL14KC1ozDWOYi4xQBRmgr2BWDAKqSkjkyAwqUAo7IWECX7TlxhRO3JVCd54Q/Xe8Pk6bYyRryADpkRf/3XOX9GxbvuCEUjTI1DOTAA11XioZOpHWOZwrc2XGzJs9qNXS85/RlCnNq6gnZskLD327Az9V6hbyOuP/YVamHEN0PVjpztQSpkRig6RHWiXl0+6HPvcfVct5/8PBM7vi9GOKqagwQOBMD67ox2Z6DygisPqZ/z0Qf1L8wDnLoY2PTR7huJ8NQ8ejHQHsMW+sJqXXE9SEwAJ8tBFkOt9lWEQhOWyFAwobsJD20h3pDGOYkLJ8wJSY5AOIJWAJCtnPXwJBB/QNWGdhAFIdn2JGOlXqfu3AYtRQxnY/U1HOo6hFHKWljdgValz9HsrLbDSs8TxdO+ZFJ4uBix9fE+OZwvxNdjHroILLUWTcD8HiCrZY2iMTi2MfCOfadp7eWcs+eUu5cx57pBpQ5wKnjRtwCsCu8xnPLsaHcObIpgmilOzFhrJvu+cE7FrnpmSltvCho63q8SiJXmIFOkmd+toMWarNHzDowAyoEBuKaSaa1GB5ZKuILibJwEsjFxwGkmQBN7kTrz+3JNgeYKfKKd7tHSk3v4Dg51+vBwD35lKkjEKDTGjmEgIvjXBOISkeaCdzwkQhAGqEZxoKXuGDW/ZXz0+PdKgYY5SCFkFz0t7iKkSYg/6tXr4AIPMBiGMq340D16JYDP6Heh3tm0PtiEg5r5ZlUwMO8xZ3zYAYVOpHNGW9sO3uPMLBSWD67tlpUQ/5DFED4OYu4I6WhnNR29ImYXUdtLPfF2B0qNEGwGqAEqYvQ2R3y9kgBHRAKJhFilHhgX9Jfj14WJiiF2MCsgQU69K6RSLpzpo0iH0js3Enfsa8poGQsYE46/x4SC06uoY6Q/0VZwgh4gCZaelb3Hgl1Cz1f4Lg6oE6A3sXstTAEdQw7zO1pII1gnrM0JTNw+oKPRZ+v17xYHodRoNLJrehz2ryXupXma6H46eNNYo9RxRS7xk7wcGIDrKlECCv9L+QD4u7KlWck57QEH/c8cpDqGPeb5Tgfv1KEXuYSSpGEI6ih0L1PbaeoW/jh9jr8ne3OspwFeolQ4i2rhYFfcVdSeEG1DSl44RS0C5G7Wp/41gAgZ34SsaLCZ0K4kJ5JJh4kCmgh+DGchhPMW1LHwFCc6eb4ViUtSCfiH34RAMtLSqO+SKAmqeMZZ4Ye3y47nqwHeeggBA3zsCO5VMXNR6ha4Vkk8054Iahti2mNq5XojZhfBqhdfCNZ+IOIABBEIdduGkd7AJLAkbGmcGavYsmOK38HHgZ8J0wBn6oPdWpwMMa+uanjPme6ayIwUmTmBmnUr/QuRByHUk539MOZWPP+ZcVqCQcznONPOlTo42kvjMaZ3aBjTkXqbTVUdLTZDYqyxQ6vDBEwIF/wztJVepZjvItZRIYSZSSsy5M4kuK/RMl+6strfGWOdCTrRF6h0CD3a5cAAXGdR8NWw46UNr9N1Wk9aA0bjedmWCOzIgcx4PlvmYFKlb/pUrDdx/9Cv4G5kHNK0Wpy/BtV2XwVo1QWMrT0DrbRVwzbRLoafXUDa1qmTzZicvmQHolF5ev2Ov8d5AK563da0OoepIqit2d4K+FMQfwE1YR8FrYa082PH7Z2vNjJA1eMEN3ca2p0GiRrOc8pZjvko2KiV2lf7TKRoklnIZcAMF1F3CyEEaCpwPh0JpsBKFhI0AxxqGBgbSO3spxK+CyNRTXti90Eyvewl/h/vPAS6M5iNCkVM+PalUmB0J7Us9q9Thx3ndpCciVoQ1JhqV9NbjrMPiXvYC3/YK5oxd6VcXbzr6lmuQ21pC0bzYYiw0fC+eXeUZF8oQ/4RU0n1bViXw3Pkgz6UnPHasP9YXYX+ju61+9lol9L1wBhp36Lq4AeQyoEBuKaS7GNRhdfvcRB0pERL3PjnPQeed6bFOp4PwKiy6kvWR31PlEb0JQcMRJ6b9yhpKtQ8yHVJsiPZ3cTez4UzoYUDF1IqMwCBOETQHIvgNyUtTmlHnN8yM00v9lZoIJj4M4ESD+2G+x5SwiI9cTigMgkuPEOP32PCPNx4XQ8qXYDLsModdvv4vpCGlmPIKwaU0chvI6//8HdIQIN0rTJItnvzD0RbItqcgQkImPYMPASVSEfVTAYHQBpxJpQ6KQGTnn89ByHZkjjVBeLKmgCRXhnaFtqf4MU+ItilNWw0Hfb95X+jCsBcDyp1jBdOfjNA6oJ9XwamlM0AYQt0QLeDWUo89UeZ97xiGc7XUi9jWhUzoLPmGSIcvycGXE9QgRkZJR+zjJNqwvbBK9k5pz672pkrKHi8czHrZ6YJGPXikS4HBlGYW8gAAQAASURBVOCaimzGMnHXm6KaIkChDk0guZU7MM08eLbyrAkr/TvSSLa/nAMjek1nTnXWfBH2KUBrOFnImqi7rIWGsJ052rfFtq0dHFP3tUOXHcg+icL7rIik1pyId7qkodU3aAk7ja1wgGfhaqN5Hb8nrS0SG7rg/YPwrp6oiFFmg5d+Dy/+i57Dz1hDouFdjSaEVdzZOwbAkdj2mdAHiZ4x5QPWgDZrABUP/xgMj23kEhboRb+k59QDE8MZ+KoAagSbelDH8/ttAHqTMzHZGpti5EZSofW2V6pwZ/1L1seOdseS0Q7z0AbTVDLlhQgQMH8xvwBzS9649cu2e6qgiXKTB/XTHu7ZdCRUp4GQa8AfN1Im9CfF/6fPwx7L+mD77b0T+7tXLDPhVbUMSOF+6VPYk3Eepp79iJU9Oalee2nblr7ru76L3v72t9Px8TH97t/9u+lv/+2/HXCipeDzd3/3d9Mb3/hGrvOlX/ql9N73vjdr59VXX6Vv+IZvoFu3btGdO3fom77pm+js7IxetyVudI+gx8ta0p860AqSf7w5t22PD3qXwHkQwFGyj5xzJi1NdU5tzvAvSpcMCuIQXiZkpg/w+EbYF0tel5WkVd1IEhTYpZFkh4mWmRe3d/H5znwN2Ofqs52/SCQdkJySWlozZTwuK/2bOciemfpTqKcZOpijN8Ba7+j0uY5Onic6fq6mxb2KHRCR/hYS9mg+TKpmMAiicQnY9sHngscdNDAchx4SDXEjIdqgvmyov0RcIJwD5L0w87YZM5WZuUt1CWYAaDLAsABcB74NYP7wb3EfMfS9ZGS8KgyseQ+xXuZUyR0qUYOhUTAey/swVSAxD8ZMvBYJvh/swAjNlGhLYD6JwExpvAXtzuRjDbMwihDIxuiY0yxDwN8L+RS8vjj12JSl97BlbLPklersKI1PnXnpuCj8PuqTJ1CVxjKV2OwRLh91DcDf+3t/j/7RP/pH9E//6T+lT//0T6df+ZVfoT/9p/803b59m/7iX/yLXOf7vu/76Ed+5Ee4DhgFMAxf/uVfTv/jf/wPOjo64jog/s899xz93M/9HG23W27jW77lW+infuqn6HVbJnD2s8XpqNPk0BtUdXpD8C9m0XvqtJEK33nWqJi829k1TRzNs5Jq2z1YCtKWum/wZoZqWDqKmPQWDleNAJkkEwFstDHULEqkZi6S5kGPOaa1NQzYSCI0bekxjd7nxOGaaXYKbaeimZWrxKwHW/ox/A7uBUc+eOAHiFjOAaCIhI7oiJopns+NZKAD07V7MKduEUFvJMFRBwkQJg2KjnvBuVA5skYoWjjCgZhPMTx2/iRWXmCBIyCQODqKZ7uMY4p4xske7PTW3HHV+H9tEmD42gcd2/dZGkbf8A+MEb8rMYPAGZCtJUwk+9dG/O24FJHNokBK49fM7GgTDFDD0QSpAxBc4hiJr92jEyA8vfHzcc8be4PWdAxHXBKE8gghc5/VNHodyoSgK7/8R6J81BmA//gf/yN9zdd8DX3VV30Vf/+UT/kU+mf/7J/Rf/7P/zlJ/z/0Qz9Ef+Nv/A2uh/ITP/ET9PTTT9NP//RP09d93dfRe97zHvqZn/kZ+uVf/mX63M/9XK7zoz/6o/TOd76Tvv/7v5+effZZel2WuNA1kpuWiEId62U/LNqYyKV3pVJ72KSNWyDQ7m/xkNS/uS673jXzVQP87JGURwdk2LQgXst78lm8/kP+9hB3jRh7EAcGm1HwtClqwumLfV6EFZUDUp9G+kO116mQC4hgcLLKCJV38NnCoY/VEHYXQHXYSe4ixJNb9XWa3OFrNEn0LC0HIq9MLplTmvoozIKkNgYDUHUNtUdNcsaLlZm4I/scMtSdDMOJuPPNBTQ2KsWujnApRCLoa5JHoGWnRDGxBH8KzcR464Vf05jL9Rxn83smNC16DbUSztnN6/COkPwn+nfgRVWsDeHMfToqRbdV0u54/fP6Fq/bPayy8qWmdJSAZnItP2/DkHW7SpPgEc90fqUQ19zh0+5Fd+3q5egxHbov+j47lkKK8NFzDzzAx84E8Af+wB+gf/fv/h39r//1v/j7f/tv/43+w3/4D/SVX/mV/P1973sfPf/886z2jwXagc/7vM+jd73rXfwdf6H2j8QfBfXruqZf+qVfcp+7Xq/pwYMH2b9PxCLrWB2I+oO3qFUSDe80cCV/rXrujHr9Cov/qvXSgLKBlOtlzo/R4UxJpPG7NlWAeADd7OiVnvHgoQpe3q1o8UDAdRYPxUwQQ9mEgRpE7pFdNB0EA8F3D7Zk245ipDcmuS+p0o3ada+DpXqtsK0DhOfyqZrOn6np4o0Vnb+porM3VfTwLTWdPwvQHQnHG2mLvK7ZwzIMOeubPhBDPL5AzoIZECQ+icuXzwA14gQ0EYMeYEhshoGmQXw1QPzwFwwA1PkSc67ffz7XpWXGUQt4zoXKJxABg0pln3Q8Vcz7KL0z9AXjhnYDzFKzglmqYtNHtapp/rBiLUzKtOcQuxGBSu8nTpTfd9eEZaqJ5mEg+iOPfP089XsynSmfAM+rP6O3kWGO+8zZS1nGQM0AeoKHwwh4fS5eLkE967PHVUs8uuWjrgH4a3/trzHx/X2/7/dR0zTsE/B3/+7fZZU+Cog/CiR+XfA9/oa/Tz31VN7R2Ywef/zxVMeW7/3e76Xv+Z7voU/04hLXKZUml5BYZKKSq2r04Hr1z/E8DVJrupbqD4TUfHAkjj2Hc5ACBlokWetiH/UcWJUjvjKi2la8/mF/hhTK2c8gaQUnda4YHcdifzxJWUSV7Pesqp4DLTkHiXxob+JUslKky0AMxB9Y88DURyifIOuF+YL6HcNiu3ItKIRI/uJJRLFZ53OS0ibeEepE4g4v9gghC8Al9IVhZNkfQ+Z98VCAb7Y3hzz0mH8wAEwkkcpXte0521VFrVNcG544pz8rXbYm4PoZzrraJxGO+hMYQdyD+T9+Wfq2u4F5EcrMeP8vAvipVYRO+udp6LK+lsxtalwjM4Au2rlNNeHyQkEqz/wGRloB8gs0HmkcY+YiRgzIYgtmALtWtWYj7Nm4JZOWwmpx9Fzp9+jM02Q5EP+PLQPwz//5P6ef/MmfZFs9fADe/e5301/6S3+J1fbf+I3fSB+r8p3f+Z307d/+7ek7mJC3vOUt9IlSeg8BrbTJ9CbWmQEDYbOMgD7kbYy4Volle9AePK5koqVZbGZ1gBtpIPa1XJSbfiyBWCfvfXu/Eh7wtApSKSRKZcccNAlDalIeRwAQyUJ/9Jzr35m4+yeDJgQltbuLJ0BjApDqUt53ZOrjhEe3hPi3py3RsYDq0KUkFQKTAGhXYO9Duh6FZOmuGYKnVbQ2YmTEi7IWoKOuiRyVQAKzj9uKGBIYUj0YBDABx68A5yDG+gtePTQInLgnmB44v3uU4O08KQYwyyzrdTBoeTKmVZtvHKZIz4GdF5fpsMxBaqvKtBPLux1rQ7Y3xFehZh8BaAYCc2buG4Wluu8trEX13YL7pHGptrJmLPEvmUyucO5k19XfUQ4A3VeuE99FnNDCwzUTMMWMleoaRq9I3DVPkrp44AQ+JgzAX/krf4W1ALDlo3zGZ3wGvf/972cJHQzAM888w9dfeOEFjgKIBd8/+7M/mz+jzosvvpi1u9vtODIg3m/Lcrnkf5+ohQ/DtHCdHanT+5pQwCEJkKLqMVPcBLe+1zt9ius3Gy7jwPcWLbaoS9ED2TkQipoRdX8iXuoAzdSU+mCI4EpqLNn4OmP/113XudlT3wPRsYyCJ4U7B5UnbaLvIKTIdMi47aedJJs56qg52nE3unpGHUCP4PwIHwF44M8E9GhK6rHvWDNYmROjcy/jCjwUPwJI82LvFqYLGpjLx4X4c2bGNfLRI0Y/LFpoAAL+AY8bML/9nnly+p2qWmnRzKFU8olk+mMIbvKjGE2aeVcTRTQBMFG0A9Keg/Ew6muJUTSS9GiY4QvjDAR8f9RHumD4wbB/COY676WaM7WmDVMVGVHPD2fo0zhQ32UwlHYg3Wuf6S26ag+DxAyk+S18Ts0799n3PFqLj3j5qPsAXFxcsK1eF5gCOg7qJfb6BxGHn4CW1mHb//zP/3z+jr/37t2jX/3VX011fv7nf57bgK/A67ZEgmW5dF0cjj45/RU8069K2LXNvdS/UccypsUhfvaytpnbQz9tcu/08/szSBgTfbU/OXDFWQikp+lIoY75y8klbUNobHikHYdHsMycwaGR8dqXIYPccUuzky01s5Zm85aqRcuAMxxzr4tlMvRPg/Ce2XLt31RffY/hipxa9kHHuPYxhBAAN8h9sLmDvzBbBM3FiUj5sxWSBYk+VwB8BLxnvEbM9Mc8BSYU1GOa8qQ6E5Rav+8CHsPobjU/Q9hqbM9wTeH9czreAGHsFpfQF/po65v9jnm+eENNZ8/WdPEM/EXk++Ubalo9Vgv+gD3RFZEcDVpn+fPAybI+TWy4BK+vNANXyTPgPoz2nB35b1lzhSNq9IwrMHiPSvmoawC++qu/mm3+b33rW9kE8F//63+lH/iBH6A/82f+DP8OGEaYBP7O3/k79Kmf+qkpDBAmgj/8h/8w13nHO95BX/EVX0Hf/M3fTD/2Yz/GYYDf9m3fxlqF120EAErKkKXCg/A/LaWp7/y7igCgCY9aT23pSfSePTSWKOVnUld8nla16htcKacQRjcivOZzyi0eHYvGkrsdU7IqeOOB+jnms9d1zLhGqlYt1UwcFtnQMylIi/5GCooSVyYFI7QO16BhkAGz1gc/h6yH8m/we8jmVjE1icG0ElWsWu3/zLex+kH8LTjj3w34XwxzDmYFdv8uqP85KuNMnDbZcx/EP/lj5NOv+1wKy3MZvuzdOye9+57zkjVhGAR9fRzBUbaXu8XWvYrUqRgLrT7HJ2ReBKGPqZeTNgN5MRAeuwQTiTwNYsKxGjWLz59J54W+SHeM5O+YKVKbgEhGTgned7IW2D8nZhEMGgWbHjhJ8VZ6D34o0JLxZaz/rdI2hTFm78qufa0F2LOfH8XyUWcAEK4Hgv7n//yfZzU+CPaf/bN/loF/Yvmrf/Wv0vn5Ocf1Q9L/g3/wD3LYX8QAQIEfAYj+l3zJl7BG4Wu/9msZO+B1XdQCHBal4sK9ezT9yABrChEA8TZL6E0GvynmYKivw65CIh5vTBmjotRxaoMX1evKNp0JRvbewnMzQpJudnDE4ziTpBbit62jmSb+pednoZkFjUL2fXz4RCID/AJGEYyH1a6mdoNt2TO0bL8W0CNW88K7/qJne/Ooff1VM0WW0E4AomShkfgH4n8LTn49E52eHROlIe77GomYwkGNjHOhAZb8FYpf1rZlUPS1UvGIu+7oxDxzlcKA4xqL6ybOURYmWXpuYArcbk8xupbxGI0lZ7J5SDUSTtX8LtrjkBo75EUAo9VxaKzkKOAxtLXgKYTwPrSiTWRigVRMLwh1ZAo8qO463//pnQYYb2Ro3MCMdVPgn6PzKCJJlq9KGulBw2AWmf6o5hyoi+vH6tDegEKIRFCclpozTMbxld9BPFuiDMPX9kWTPEKl6jVE3ydRgVkB4YVfRF9Ds4phyz4u5Qv+3/8v+ox3fg79f/7lr3Oa1ATC0Q+oazG/ekaER+qqwdEpagG0T5127orf+S7n2ugA9g45zQDoYu9LzINK8KMlGHuQmt/0YaKZg8l+2wOesetFDR3DAbWkMeUjcaWQx0xad5gjZ3zJpmrnWj2bS0108YaGzt4CHwAc7iGzXmBWkH0PMfkcXvYSgH4kudCoz0baiRIZpHZO2gOnPeQoYGS9IEXZJvSBXMshDHXz6g09+ycwAwBwG+AC7CqqzhuanyFDYMUhmqcvdOykaYl/bJv75uUEKBUrDXvEfyqtbWFuktRomeP41WEALHNcZFqMVkUzPmkpeJoHyxynqAMwXzWdvamh1WMh++IR1l50hg2RFyFEE46a8Mk4frVlDU3qlvHYz5l7w9DaaTbzK9oh0TpAK3H5Bkn9jLXLZixeP5LGGQzirfdJRsws06KeSz2noVw+2dD5G5FbQc0fp9hGEi4BvEISrOj3YBleTxOQ+r/taPGu/0n0EGklX79l12/p/0f/X7p//z4j5n4k5ZAL4LqKJTT2s1bP6zWrpO8YVpO0CLGKPaT0wes8LjsQ1cFjCWLugVyADjN9mcz8xdeci+nAHYh/lDxKDBEfYNEhj+sPIDnx90zb4jBEVrJ0Q8P0da21wHwBFncmFznuO3qm21h9ldBHv6uoupSY+lrgY3E9hP5FOF2E3uHQYzx/xMRPaEdiuxFXgKVG+MayZFgF2z7R4kzAaryY9NFaif9gnmh6qpetRAmsJPlNsoHHeOtCuGFmWipJ1mnOQuWCk9ne9TShOcrMLx7RL9yXte8V1a5eu6MoHSuAjrRtQ2P4uGPHz6C0AlHnqBBihqxDEqa2Yi0A3wUUxWN5/+yMqebD7lFh2sNzFOOeqehTvaEpvG84Ij58S0OXTxNrJRgaGXt2JkwsciPgHmiPHi5qWtyv2TShpzNu+RgNFOcIzOruBIBYcHocJj7OAedgqCo63SHltlnDluh7ByAP4qACQDkwAB+HMlIcRoKszvZ0PYPF9IA2Ro3nDIRHsNVmK3RwKIFBGJ2pgROx6uas3pSkRPtR+jwnMDss3vwlomOZFHNQaMen9JuRHjwbNa7hAFzfqTkNMA6kKJ3zvVbSmSDYKIiXR+pg1mIgCU4gHrCrz6DyfNDT4l4nTIbKaZAc7OIYw28gymsQ/zuRGAQTSwvbvUhrgFOGk1/0J4iHsaI9wcFNpD3YmoHMh9KuA9D9TBIExWiB2NZoLlXbI9OTrZfel6c2iX+N1O/er55r8AbsPZn2bB9jYtofaYLSdTNO2ydTbxLhMKxV4DB00Apse2pA9IMvBhN3aMFCDgdGUDTOgEN8fiB+I4ZjGE9JWxKFA7QNyf/iWSHQfBmEGgmj5j1VpztaHG9pe39J/WVDuxst7U4aml/kw8rmUv0VxlrajuMDUx0dYcEcCDw08oEEnxhX0nGYjUPJyoEB+DgUAcFRWbUyqdtRN2bZ9nIcAFt/RKQtYfRUcBYjfnSAAfyjn4xvj22PEMBHnj25g+CIZlv7tnM42XGmg8lxCiyZSazXsxdiOJqHMD/b05oefgq834VIw4MfnvFQ1Z4833HCGh2QNXIoMzkJQGSRza/ZQmoPADytMAaQmgDOo98lmzdY2zDuG6SnzY2avfTBnDCgEE97RTQPjn0sSSGUr2LAHnHUMq+JnxHyA4BxgK/CBoQlmKHw27oW5D/A/jLkb54ERztial/WOPYRQxZ/3ydhx8pOm+7nCR7U3Wvmu8soj6Rqdd3px9i/5opahZDoqYbZZllxGmKkw6aAzpj6GJxE+XMAx0qM+4gZ8QUQFk2yXAoq+iia04LqH1kndzdDJi6YIaCJWHY0P9rR8mhL/a6i3WVNtMb7z8mMNkOMCHfQXrHtH7kn2OykMk/ikWDAj8TnYPeg4nwho3Vj94bOPlqY6kexHBiAj0PRNnz5ropey0HK5m2cX7xS+F9GBKsr3lOS0rTeMjINhdGNvmd2XCeaoNSMJb7pN7WZLeOkD4LwnR9ZYqzU99H02rZwOM0rOn+2Yrv47IHkIwBB3dzp6f6noU5DNz8AijnYc5P920iX2XckPnrQs60/OicmW78mlsEZqjQW2PuBK8DqU6iIgw0VqmI2TUCFjNj+jeQbmGvJ0CFinM0PkMBAX8RBH6sH5gAmCkb902l6Y7dCO9ELPJoAMilcl+BUls2NPdhLWqWq4AvhaV+cpTfyATDf3dVqxcpC0qkp7cPk99A+ND8MzcwOoxW10LyACagHH4BohokwzDAVudOs1PlZMYJGBuGrx9/D7CCIlbQE0W/Te50tWrpxsqLN5Zw2779BzUVN7bG0kVT50YfJPDdNgWGM2NeBfXxEwyBaUDG/MZPAzqfj+zLmPjA90SHyUIZyYACuq/AB6EjxHiiO+RbrStVgq8/Ej9BUPDzD/3hfFkSfEVNgBEpt905nriVimfhjG7Ps+FBHCO0Y5Sx3JNR9VdeNR7vHb2gC5jE6ozkp+TdUPoGFtA/HPJb+j3o+5KAi5wQ8ti9mTnUfPELIkr0CeRpJyq52KHwFWuCpOP6xCjX8g122h012BpW+JPkpqkwV+AvDDp9JMia2MwdpLBYQf/gmLO+JMxbMIohVR2HmgDMLylrN5l8f9kpCtrbyJNEitDAbqOmzMxe2Pa1hG0n2zjrSzODItJS9g/AlSJgjPxzFkOSDn/hu/oK4p6yY0fcEjJ3CtxdtjTgBArchM6s5S7mkEeHnqeRNkeHMv8u44QvSzFvqtg115zPans/o4dmM+ntzqi9C3gqYtJhYx3PLmW59lLGfgzirSh6K4VCLjo/y18E8MG2OjqS46IqDf/TKgQG4llLQLXqFVWp+E5FGMfc7r/lw580S1K9Z85EGRw7e7vzSgWQPPBAjdUiPhpDErLENcTS0KwScCLOu1JDpBx9cyBL4dCiYUy8yDWOv/z3aCCMJbo/lJczOpD+MkAdHvgcghlUIecqZm3GMfbjOXvoV7RD9Cg39meQ7sO9jRBwjIpppd6elf+xs1GNv7CD9QIIKqmKWJrcmU1+kZ2pNQPo8ekWyLoLAszYXwlhIigPIX5TzZxpxODyKKXwlsyB8I45elTG5aHMesY5/ExOnONspk5KhLkWNmH6vgZglMdcBzbHEavQuHQh/S9RHDr5WM6HX6ijnBLzpOzrpKtpe1MxsQgLXDnLi4CkOpSkRUfoxpGo2moxJTYBXuM9gMno6fr6ih7fmtGvmRDv0SbQRfTsTcKtTYTb5No5mcbIj6nbj46H5AqgU55uAc2OYXNZ0gKkwzGRMAx7bcZ7Bc34FLdCjWA4MwLUU8WYepGothojdTSNueoVzsAcoWKCvrZ4k2t3sWBI9+VAtmOyReFjh20j06SdHgncd6dJhWSCWmSBvxV5fy+F6YuumSk5RWlVvNAFRutOai/GD7bgKAEfeHNSCghclMElTC8pLtLhf0eL+gJqnD/GRCaAPdtTHBNglAuwgxp8zHsIur0P9piRQHbZ3JE5/HLOPPrLqNDQByf+84Yx+YF5myPoHu7JpL2pn4juC1mqOREwbSKASTghGjlP2hmvIVLjGvDCIUQjDDGYRNAKzxkz5LPTW50LTb8usZjZpNRnDQsnnxRBz+3P6m2mz9KYwlS3FtJovb78U3hH/rLUKbs4BZ02H+zgh1rqlZl2zpoUZveBzwUTzQnIw5M6YAwiPLv7e8Pd3FjrIa6mnkxc7Wj3Z0PoNsDvIywSjyRQl9pkjecSsBfOWOvLy+VLjjQIQp5JmLQIcTeXsYyfHWmeoFCa2WFKbhkM7EP9UDgzAdZaoTk849M5a9CTyoPbHYXvxdEUXz/bUPbGj2emWtuuaHi6WVO9qOn45xALpe62k4UgcuhfWFpqFbu3DBPCupw1YUI+7GAJ2DEb1b5+hGApNPLRyYnSfQ/Sig5vtY3wu2z6Pgh092XsRBy+HM+M6tMGb30qKuh146d8C0AnCndCuIAEiHwByzUOyg1OgMHRX0FCEd5y8pxdB7R+IAyRGcdoDcI8kE0LCHhygWjuSEbj43ni9wus8HLYRi6Lr2RwC4r96Ijj/ZRC6IgEmrIsorSnb/Mh/Q79W9X0IUVPr0NUkBMJnp0hrfwraqdF82u+auVBvVdo2nbfzaPZSWorB52HUnQKDF3+DYygAceL1za2aLp8Ux7m+rqnqQ8RINDlGtEs9n8787Ct8P/cD4XcdnX4YwEQCTsS/N9AoDU6iaBchrKfPiVliNC/qr1XusC9DzEq5lLXcQ8OQIiKwlpXGrCThOyaMQxnKgQG4zhKxzqOc7KiuSh7H2OjrOyL5d49vmfg3cOyinnaPtbR6fMYqaBzSw0afWPCa43akjfjclkPG1FkW1McR5tP2M3uEkgTcegXJU6TDPG1diWDo9kaOXPFnTdzMc7Ov3kES7w99QN77qA0AUh76Ce99kUrMgBztRJb9D/C6UJlzOF04RGchtr6rGIc/qVFtf8zYI2OJd4MS7fVM/PvBR0HS+8J+ryCFDTOaq+TDeqrGIDAAahHJP/xjJ61gt4VEWPccjbB6smYMAzzT09wkgBg7LpO5MP6eVnjGHCnir6CYM01TAZ9gtBDsOpBGzaIYmFe3DT2G2p/jkQIhPW9A5nNDFIOaHIwm0kg/+D1Eu7euqNvWtHplTrsP1XT6XMdMqY7hj30Y2pdOjiJd7FZOAEUxfFDe2elzAPdpmAnEWu5gygr+K9BMAm9CTEDiI6KJ8uivYQKQU+LoVYk62fUB9yCYtLS5gzVlXlGww2k8mdbowAmgHBiA6yrZLkw0ZPgt/BttvvA7vF0Zk/1mS4ubGwm1CSfDbt5JytbasReX+mNPHnU6RSkOEJ/JqWwumeB4c2/gdwB1Y0h/WkiEUrLB2vnQEKRKF+G2pQ9Dq2Yf2nOe76kd03ejebBSm+ovE3ocRpyZLSSCAWENdvGBSPmHOxiq9eOS+hfOg+1xcM5bgDL3tGtmVO0kjG9+Dml9IGzVhMSG7yDokdB320pis7nPEq3ATmJBW4HEPZo4+YzbECsur0eIv0RCAAFugKSNTABLZufBOfJGT+snEIlQ8/WjYAfOPOWtZiqW4JsQZNh8GjPmtfdfrWY0zDxllWNdz+/Eln2RKwXmPWP2NTOjRV7NYKU9MX4/0QEP5fLJmh6+DU6pHdWznuZHW9q2NV1uZtRsajr9cDtgRSjTGYNYaZWc6gKbI82Y7Dvgb5zsifgZy/s1J4ZCamS8W6w/qPzZHMHY/fl8ZFon3bT2W+oA+dsyQ4u2OQMiziFOQy3+Mmwqm9BcxFBZo4wppyd+BMuBAbiu4kiWvLmVk13+Y84hI+c4p4rFLUCKIaKTxYYuaU7rbimEyBBB32Pf4zCClBnTESNF7SniyQWRC8QfTj2Id2fv3EBkIMkevwygmhBIrp9vHZm8BEGxHwGLPPZ79Lv+TR3iowOkNDy3DBOcwFzMHFnNgagee3a0g/8FpJLlyyL9C1a/SvLkjAHSDO6Fs9wOkK7LjvqjlupFR82ypXbTSCx/YLYEZdAcvIXBxRAwTt8LQh/8vvhA3kLlX0m8/oVAqHLEQu1L295EchhfQGfEgQwEOIyBpX1gWjSBCYHXf6tC1LB2gV+vThrri5K9Evv4KLmni+qdlW7Pxb3RWEY3xPo2LbReG6PFaNty/EgKGqfhuaZ+JPyqz6NIBZb+xd8D5kCYkOrzmrpqQfWTK84e2S1mtLlJdDwX+Of8XIgve9C6SZixZcALRWtHQv8Yq+JcQXIz5Hk+6DQVhjFLQoqar/gd41w8aNmMADREhrSeCeQ3TApNYGKL/bOyjX7fBwUAlwMD8HEo2YK07GnhcGRHGFY5E+3WM9otdrSCFHC5JLpseAPi4NXhRuCW+aMJ68n6YRkDtH8iRIodjaBZUOFkLVSG8CpnlZyAyTBxCSh13C5Lg4hXlu8xd3zqC0s2MaTBSHBKMPHC/dxIBG9+S5Klvjd60yuCElWvo7osSUs8NqR2oJvNHjZsU2d4XWRga/N55PYUkhozUicKxvWoY8m/WbQCDLXBxClinBFgZ/yGKZpddrS8i2s1VXhOIPIMJ3yBSAWRyuDANwotdIgVv5molw3XIf0D+317UzQXAAdiNXLABICkzzbbwNyiNOx3MOS70BqWQZVu3o91jrWw1GrrFFPPmrGNwgwN08qhfIZpdhH6PMI+5R8zVTzmX3fflZR72p7U7PAJ7RMzcwBpijgNjPsAJlNCVcf5FBQSoLrG0TcWbTSZTQYt2SBJO6a2gM0/mgdLfEfv2yh2VBU4my42PRGYDI1TYPx8sudNfj9Q/1gODMDHoegNpEPTJh1xApQrJC5kiLukJUE73K9mtHylYe/xqPLC5mcJ/qao7KGOY69tDvuafITceyIqNwbaWEr8cb/sxK6MMDIcNlAxV4DqFIIGyZPNBkt5Lp7PoUqN/AanJXjJQ1vA9kBlV0zDjsyAAtBJEuC+PesQy3Q9qk3tIThqw4A0W41AJ3N5/ALAb2ZUr8UMskB2MjBAhVv1Ba3SRVKdZg5xSRycGGs/PiswHJkI4zCHOsEK1scRIIM34i+Cd4DfYHtnOOGHsgYkWVKY58lEMPJsbX6BCWN7u6f+SLy/ux7ZCit2METhZDW8TsQcwOvvnpgdEjiSkgIzZs/MlStAWxX1ayiZPb0w3PRgj9EsEOvskm2/ENZXYvS9Po+fJvsTTHgMC4VwsNsiPrhmcwD25e4UKHlBE2PHYRJyBbKqnuAwVhFNz6JQeuMwvzv+k1ERkf3u1oud0mvVDMll0sw6Gi2wQzkwAB+PEiXDUWxw6VxgXPiemsuaZoDHRLrYGi7fAkV7/LwAhVD0ML9T0wpOZreCd/lpLarfcwFt4dA19Ryd9S/CcEK6YDsuzA6Pb2h+yogutF3NqDubU1eJXVc6LCFACGsDSt76SZEOidXDMlhIirAN3/hATScvSmawUXx8Gm+kEAXJP9b5SBN6RIZAnSKuw6RRJeIr1Oe3QgpcXBjZOFXfbRgg/xwBYyA5r2pqm1o0Ki3cuWu5HtplFD7HDuxJr/EQZ/Cec7xj8SEQ00AvcL4z4hwBnGhlEerDnsohVxI/rtXz0v/cyzpqc+pFKz4ofA1cBlHbDKYAhA9inUFDMiQx8rDnr8DcpbrDjYk4McDWnqyVBU3AqO5VtEZOf7IheUyabtesKbeU5kMzxEj9W5ufNjL58P2Af4r470BDZyihzrzpMhnTfYo+O5npUm3ZNDQP8tfOtdLCpd+1KsD2wc6lngDbV93n7NJBAxDLgQG4psKHDjh1hfKWOG/DzWaRcOEDHO8gQUckMNwMuzMkUu1lC8kAKtqYBAZSguRzF3s+DmWA1aTnMyHW7skRZxsIdxB5e5oftzRf7GjXNgIsA+cySJKcB16ec/GUpLTdPNESHbcs0VYXEofWs6MbNAXitFTvGjp+CUxADJlzYt5tPLeeD5t06CrFQJxmqkT3hdn+hK8xpXPR+9gcqoagivYjeOZvaurqGfXQAmxrqi+FqZIQqBBS+FokLVUEPnZgCi+QthV2++McQAZrEpqM2XnNgD/AkxgDyQx/GPsA/g7zltptI6FZIfUrgwRhfjZBawDp/z5CGocUwd5LKxEgnaEuqqyzTHXKWz51cMQo5sRE772rhr+VNALJy/y1MKJXXbQFDQFfCmGYmBfGeohJeOadvA/OyCcgVRkDkLVrqbV5RqoPDs+K2+Y+753Ge72GPe3KVPEYKI8ZcJgUazoahn9gAlAODMA1lXBeZZK/a6f2TAHBuQoH6WwdsrsFyQ6SW8yGBYIM9TsAWMRDPeAHQNoLMbqQCkQyNPGz6nNUhHPMOmjT2ZzaLSgFvMuDnRoS3xHCvCRn/fqxnjUOLPVfNsw4JOjZWUcNVMZ4/nxGlw8aOroLRiCoheMEGcmheKCbdKVp86vDPTU5obLNiIl1yPKcFrP3ZIhPdrMGfVJx6Ds4L4V4f8C6xnhpEP+N+FPgPQM4Zfkg5E/nBvKDL5P+9fQ5UhE0OhdP1XTxDNHmsU5itcGAtIFwLztqwSDeqWl32nAY4umHYEbIMw8mFSxAYJ6v6MHtI6JjJKmRAUpf+yGNMWt8gCIoZofsXVnNhZcrIX2OLzN30ssYNwvlbF807fF7KRDb4rWrEq2pNve1sYc+MYYDmgkQz8x41R1SUXDTbVvRbl2z41z/cJyfoNinkLvB/U1jMei2phgvPdZ9Yy4w3a6k72nXYlc8xkwxkocylAMDcF1FH9qlQ8SNCx5Cp6ASjgdzkgJQh2lyxfbZzS1iBzUKBJdgh90NdntGc5sRMxJ5F4QwoH3A2rIWgBvuObNXt6s5+Qdy1VfrepCEwSDclCgBJk4BCIS1FEgVCojbRUsnp2va7BrkoaH1kzVtf0dgcwd8/0KSoOQrYIiC2cjCOIwBX7SGJYwytWXTuGbhaSUkwtTeKKmz/nFoL/YlEFKo5xE2FZEhYUMXwirRBDDpsM9GCP/LmiwRK5PyVj8Tzpws+Z/AXTusHXYOFIhg+CEgkxtS++5uiPno+EWsDxUZYZ53xGmPg8YHZiYweNBeBIwEDgO739PJCwjViqhXvtQmB3b+DrJZ9AhM5THX1sfDL64z5RQTUHimtNGPiYvKOleUUB1GzZYI9zx2+pRMogw8tUY0StDIgaFra2qWO+oYla9m7Rz77wC9MTLa+kzRWgA9xmy+VcZB1desW8mEprRqVxGwPQJvmPlRMQyI7uaw/s3e0REP/J6wfg+MAMqBAbjuEiUpfU1Lr2aj6UM9yJZDEhDWyQ4bmWFgkaXrqKP5DRiQiXabhrpVQzU11K0lkxf+9dppTdsDkZXuoZgMJJOc2BpZtRiIFNTUg6oaTIdoHDhNKQhLHXHnJWf8bt3Qg4tT6WvMXc5mDINb4BwsU9KADt8bEYySatk5XGI7VVHy7/czBfYx+gxSse+Mrf9yx1oTYCnsToUziL9L8h0VUVCaD4cJ0FXwF1Egq8cr2jzZsqQIrQwTCmiQ8H7A1AHIaNYSQWXcgaCIgxm0RNlzFROD8SzvdrQ7qsVfJISncrTBpYzh6JUuwSJPScLc31IIosYKUCh/WRihZiSMJuBK6vnsHRckX4dYayKTiItub6qUJGe00cBUF/N8hNDSGMoX1IiCsIdwTpjcApe5FGdSIPWxQyn8MgDYtNDvLZiUsmeOiepo3TtTYc+vbA5K81ZiZO13jznT7egO9HvWUm/8Fg6EPysHBuC6S1zQ/RWYgiCxTqGN8aLvhLBznOwyZOlilEB4B1fiHBTVtFoSCQ2kLlVDONnxKyLNQyqEZgEEHm2xhIeQrzUw3kUS2TzWE510rCngwwDECw5tIDa4jyUQ2CLC42EjDj4LYosNNt4w7iSJW/FQjz1lrSsc3LG6ZQacw2VwKDNEvvR3qJy/U4/WqPv4ZzABm56OX2lp8VDAU3Yspcm8Lq307zVp0fOU5kJPGecHeKyjk6fP5fOu4VSteE89iD8Eobaidg3wIdHs4B1FB8esmO8w35y+0FGzBQhMk8BZODXwZSeIhDqqzmHgEkKeeVeJ+FuCkML0BsKeMmWWMOyVCcZzNhz65XChxdegnp+ZkeLPmol0GMqhmXQR/dgta1o9DlQ90Q5hDmG/F41QANwKbcCssrzf0wXeF2j/opOcP0jME5nwSPi1eSZjTB38C8VsjaarpLkoSfLma8Zj2Xl2mALMB7QYnBuAGaExvkA6J20ylQzca1AF4tcYbHMoBwbgWouW7EfX7QWzKRJxNOin+mAVhyDUqTgkaDZvaTZraQfxjk0GAbJWhwJGm1/aSBGAA9CtEkrE3sTBdIB2IpocNAUg5JcXFe3mLdzAqT5vJHUsE/5gmwyNs+15i7blYFOiQ3ZIuupZbz4V0xDv9SY0I/7apKDakbEbCT9JewMyWyLmfO4rle8kszA0x3QiMHwSmtnRYjbMO/wEPM1FigS0IlhBwE2X4SDWVbR+AWEdFVWLAN4DBgAjaKIpR+7gyA6vsWwu5C+k05PnWzp+KUpXxtbstWEkzeQnUWLSLIEuEPvsGZYWmL+uY6UlRt4Y9E1Gas7WTgbmo5gQ3UQaozD4cNa7fEow/WMOB5RNW9H2mOjkpZojUKpgOgIDxomj7ta0fgK2JTHjwEeHIzSOWurPRVM3Ipr75tH2087HhESeWnT2wCBoqARFZs/EvYFQZEBNw3EZ36FNAsMzB7ognGPjbcwUSlhxdpTEPc0UP/ZJYVEcCpcDA3CNRRZtJDb5OeJuxbhY7aFCjgNMdNiC6f+y4YOgW4p9GRJfDULMiHUBD6DQR41JAAIFzhtOaTAHRPAebEC0EdHkjl6qaf34nFcT24GtxMUohRIqCGYABxf6YXHa3fFfxR/AOdBd0JdC/b4k+WfzYnLSx7ZKUlGsyoeTsECeBIq5ZKlbaype6wFlD+EoJcIW/3xDZ8enVAXnzRniwsPzoNFpT2EewOeWoxLoQZOiB0qMlDVvgGnx7PhTfbQAN8X1r+5Jn1M/1F7S9e3n+N1oA/bhbmTP1EVTOW/tvpYQ1aBBQKgusBvYVyPAKkdcfUTQCMpixfuRNTe1+JPc+AAicaCpwyP7hBIKEw8AukA0kzOp0lyMxpKNtxqdV6mKJt5OO1ozE5miZHrQw7btGAYRCY5WTwZBImThRP6Mk+ck82lac4rwFw+1uF7cgT/a5cAAXGOJWyOtSHvAuYd/LpqUEO7ScoaUv66pR7Y27K9tTVWw2YvqXqSHMaHytoSclMC4h9Q/OjHDDbBZIx3u6lloG0LhjHCB+EPyDJeXdxEX3jrx7Q5kqadKDX21oV8MtpLu1e346udsej2JMB1IE1SiGCKlxFqjNbCSY6xePI6C3jR1q2Qvz+Yu1kWIaM+SJednZ79QeGWGUMCbiAkFrqwgA8EMsHgocMGjOdJfqyvkXlD99frqIRoWfTZiHywRyfaUuuI90/RH+2V49VzCqK5LfwMMsseU2ttKWiyWYiX0lkNqOXomzBHeFyw1s5BW+aymZgPUyAi529PxywDoauismtPuVifPuVzQ/G5Npx8U5EeZ76EDNt9A3k/1mzf0koNfIrLBHImsltAuwYwB+HClhXDt8OoSM0OPQ/sYQKVCaZE5E4myeoSsBpNIYAKSE2LkBhyhKZmE4tl0KAcG4DpLXJPJru8caEkNFi6MhAtwzmEzZYSAkdcCLCgYAHDIwSOfiX/AiYcqLW6cpHadOKRV5KzqQ36gQVMASQQObdvboopkO+RKzAF1G1T/Dyu6+dtIZRoGlkwbkYoPzx8c8+IBqwhtDMHT6nfVr8yxsC+Djgyheg4RjxoaR4UZ30O5hDBA26b+PnqxVpPgRUSM+5R1Ln6MOR0qgSkG04XDk+GbYRIA0VqGd8DocXg/FauTj18I+AEafVERSq1xspoA/bvuR9ZNzRTFYRXVUYXPpUvcB0dLVCK++zQtnnbHao/S4iu9syBHl9AA+XPE9gi3MIhWuI7IG2gIKkkQtXhQ0QzvJ6x/aJCQkAc4DpvbjUT4XAo+CDQEaa9n2P+FSUx7bRivXuc546BggcOeA+FHmmuBipYcEBAcTj+InCERDMrMpVlD6P/lGyTLZAu/Ijiv9oOJCv4p5xsAm1XhLBv0cr2rFYqciV6YB+ofy4EBuMYynKd9+VCMfyN3q527IidvpRO2HwtGQITkhRdwFG4QLgR7Ph8KFyELnCU2wO6fi80fnsMxZazkuY8HjjxMa0CjVIv89Tf/d8OpSdvHd2yH7OAI2FU0f0B08jyx5M/SZcwel21EhQ2bCJ2hvvGZcewFtd9epDfdjr1u25oQBrMKOsVqlDQ0z6H7H9S+A/MzJXF6GgbDSGilUgNpspY8Dkg1jLUBwKi7AZoZEhUYJ6hqIF7Clg9V8UtIIQs7q8GK9s5K5+B2mROjTfGIf7xfMxtpaH1JSzZhwlJ8wJWxBq5K9NX+dJ/vOf5pWGvdXmKYJGsTo3OqcFAB84H4LJEbcO5lBEfg+yOrYpyrSpiA41eRlW9gfEaMvUl4aaYoX6SjHwLx1cxA/Ck8Cz4MZ29qaPWEEHHgXEAj0d7Y0u7WnLrflBTFbPLy5jT8aZc1Y5m0Rx0zP3BoZjFkVzOzhcgWaAcu79c0+1DEyohd9QZsF1vUAByYAJQDA3BNJdn8PYnbO5BGwp8iFFZtF2B14SR09ErNsd8Iz4qx+pH4A7M+pQfNDm4h/kjxev5mJKnpGZWO77tPdPJix06BkuXNeA7HtlrUa6ne1XT5zJx2pzOaPYC9H4S/S9JIRGCzErSnFhwfUOpDJHxZG/mBnR12VrMSs6ClCyF9Ht9Y+ZgDJWId5lBrS2Jf9gmZVy7VBNMTmEVG/HuyptUTQjDYKTSARsFEA98LEBAJDYNpB2sDwEOSoyEhADoE0JXkdR391/S7pGZ31f5XCCEXRsuJjknEL65R6Xx6bYoJSMPUTLfpX9YtBexUHGvqx8QI7HMCAWW4ZnbYC+sGXv2zbtAKst0feTqwzwXCOb2XaHc3kSF6TuK8uvOm640GLgJL0UEWoYbLih68rWG8Ca4fxsAmJaQtf2NLF2cnAv4VtX+eJoxBy0R7xkLNoqXZArm2OcUBdXBeBQI6kpXdaWj3UkULaBV0U1Z4GAECld/xo1gODMB1F2eTZWuytBHDb/DwT0h9cW+HmyEZAHkNh/r2VDamYMNDDdyJA1G8UT8fTja3Kyb+u6e37EC0O5tRe1xz3vrN7ZpufLBiRkBikgXC1w4CJgjUOXpVVJ71LuQDT2mGx+PJ5sQ5z3XykdH5q6VQreFzVK2jSIBsAsMPkWgYyWF0ZngHWCbmT0iXPN/j1MPpIdlCGN/rERCoGTg9LLzI3xDSRjNxQOhmUPs3YAAquvHhAQaa3xnepwovS4+zzymKjmOizpe0BM6pgccMrmdCcIvVVum/piIzYVr6jv01S9/VLtixWbx8j24mBzc9CQVQIo+BCNogaNsY3Y+d/uRHhtNuOl4vffAFYK0OwjQ1TLQl+rooTmfEs12BEGbHke4zfggM/eWTNZ2/aTgDsM+haapPd3TjZE1nF0e0Pel5jUJ1PwUUxJFG+K3u6fh0TcdHWzpfLajl8MbweJxPCGo5rjhD4F4Gzr6PjxpX/vovBwbgmgofIBwSpzjWSIwcznqolEus6X5H2kVTsxVgXMWZiw+KrmdJTzv+8W3qOZAKz99G1D+94UxiYAC6m1vqzucs2a95s9UCE/uceOC6McSRqESc/ID1nx02nuSo70+HUzx4tadwLmVnxbarsd4zQqPmH/2LkiEuRNVgJBbK/8DXRhSKft5Ik2H6b999YkpSPNOYsdBzCbDH44rO3gzNi0j9qeAgnndUHXV8YF4+mNPyvjj5JUcol5EZz6XLsNiu2dcS16bDYMQ2rGbmSutEV7POoib2346v6BTqLSsrOTpl0hdkSruQgUuJ3wX+wRTAmjZgMiCMFic0JF/O6RBSfGumtsi8GMKnnpnmzO4T3Wd+Oc48ZHXE7g+NU7R1wZGRNY+nO3r2Ta9QXfd0sVowHggEkvj8QULP20tjYtCwinYQ/ZknD/fCFMD5DoATUGX5IVKo7FixMAKJOmgBpBwYgGspw86MRDwLS4uQvtq+Pb51+O7lE9DnDfwB2B3fbLJQKVOVV8Q2t90zW3riqQe02s7p/ALoGxVVRwAUEvSe3XFDDxCw3tV04zkYKYO8FaTZTKWux+YeUKWT3hSLS55Guack1ah6kpZI1QHktpaI0xWkhpLkpX7OCUCB+JfacE4zDQSEAxhOU2x7BfFnTQtEyhDjj/hwhGYiD8Mt5JEHWp9aF97YC9/HkRv5OHRq4th+cWp0mlyHeRs9QiEBJlS3TAKPjRrJXxH9DJr5qomA9BivwhSV1v0o612+DqCJgaZuA/z+FZhtRQkVDkiKadel+B6d/eh1N9sbcb9EPxZzwJDyS4Lt/yiYG7eSOpwBrZAeetHREocQoxP21C/g0xAa17gEhvgzNgYijrYVrc4XtN01cj+YIFSFj0RMb6y9+R1IkcTgpMHpHw8cAMqBAbiWEjlfRYzU3tSCXib46cNLh5tZwVvVjcUDO9HnpCaSnD9gSXT//Fh+7mrmuGfLHS2XW2q7WpAFoY67OGYse2C8jzxtp0qQSIbxO/eEfslPwlAk9XGq40g1JSnMHtCBAcvmJ97uhES5SWY8ZqB0nyX4pf65Emsu0er6WvLb3IAEFpz7UAWEH5/nHdWI7cfFe0u2x6LgsI5t7CWCpuujeHvlG7D3OPUYwUIYveUPB8Cn3B8jESdtp9aNxr55zLI37ij57tMwZWNw1oit760ZNT5mSNuAongmUj7jbszwvlRSLQ6pNel8pxjT0YXCuAyTF/sne6/y6wd0QTgmQruEvgoDIGYn+Jc+/+AW3ThesxYASIUJ/tv2Qb02mEIAMLYBJsIa3ARRDV8IYFQwEyUQx0kDpecy9tvy2geHv2I5MADXVCKx1UI5c/7eIZFtXqi5fHXZqH0mAANoT5QUoZJn27041LpSHsCC1pdz3isgHA3uBzwpUgCDbMIWWVW0vd0zSMc82t74fqMi14TBEDWh/YFYKc7HzRmOjwyGosOTLMVx1JP2gLcHBT92aKdIAz1GoyRtWYJwpTJwc1ZLMQAP6Y6rrwEMhh0+wwEsNn8h/nAg4249mFOzDWsBApnC14/TMJqrKeWMWoMllf8ULkCs59axKI2Baczv9TnbEn0d9ceiDo7GOWa4skb7iSQzto5XSnS4FukXUNAA/hFnzWBCC0BagN9GnZgKeK+tO6u3p77Tx6LpZuDSgy0+TAQIPWe0hLf+jM6bJe0gPDQd1TBzsA+SVjeM5wvnFCKK4He0vV0zQ9HiDAAzwBV6DlltLgWNtIRyqB8xGvOhpHJgAK6p/N+DoBzY2uQEaLQE+I7wLxAEQPdyIp9AKBjRj2ODuyw3eOzT7IKoWjXMtSMzHDZsfO58tqMF4IS7mtabOUsj4PpZOogMRewi/s0q2pwC0UwOUiD+AY0MWOajM+i1EkuNp3rVuTQH9nCtEGcf69prV3kG3+sTAl/a1gyGaVKZKSKzGNtJzTdC/AHq0x0J0WdpCT9ua+rPGgaCgvMYGINmjciOPDShTAjHReNHpHvtIb6P+EfiEul7phXLtVxJX+PxXqW1Y7zVR4xGbMuLyHmt73307D2/T811wPdY3mupaxrahHAZjo0PcM2zc4nvz7z9dYMln4USU1JCBQzMw/BeFIiO4b/htNefAnykompVU81rjGjX19TRjNZdRc2y5bWI/mfaPNVPHZkxu+jo+EUkGatpCwRRaEASRLUwQvMzmLJMpkkzjOEZIUQ3jllphx71cmAAPg5lFIqzZ7O6nsa6PhzBTmpa3YGdV+BEEwMAWsD4ALDV1QzIYZPNYGM2ZxX1J0QNVMfg5MFQbCtarxY0P17TjeWG/730cEZ9bZZNUBcilez5swLbiXSzXDqi4xdruvkBCVPM1XXDl7g5M6KXzYEFmdHhPXICFOO9vQZLkm4hectwgBTa864bwqjoWt4Je69dA9ZRK1Zn73+ERXVUH+9ofrTjZDDtvUWwmQr8MtuTj1uqX65FgpzKkmcAgPR8Jft/HIs9zK3WZ8TwxYaU1sMjTmqy2RCU5kcqpmbdnO+aq/DBiIq0fYppsb8r7YSlw3tLoQ4DNyGS5y4mtqZthzTccp21A4jkuQhof6PiMJ7GzyDX3lhNmiog/uHdIjPh+ragFEpIsUQVcTx/gJvmdVdV1F0sOQoAZoN6xRwq4/fsdkgx3QgGieluphFVDBuEleMXkGRKslMyGiJrsYArImHNCbJazZ8f4ght5msRNh6d4rmUTJZf+IVfoK/+6q+mZ599lhNT/PRP/3T2Oyb6u7/7u+mNb3wjHR8f05d+6ZfSe9/73qzOq6++St/wDd9At27dojt37tA3fdM30dnZWVbn137t1+gLvuAL6OjoiN7ylrfQ933f99HrvWQEREsl5sDNDyxVif9TYDnhZ8Twrx5DbCykf0joCBfqqT2G93dH25s9/wPW+OpOnXKNx4INDY4bWfpqJA0IDSOZUNvW9OorN+j5l27Tg4fiIyCbXPUQoUBvqOneZ7W0+X+sBJIUNkvODgjgDuIQtYhp7haLC2DnzpFusNllw4fYYT2vxcNchfl59eL1KCWMeYGhgyXtqnfOlA5tq9HWw1SMiAepywlh7kl2RdhIt+dzau8uqLoQBEauBiRGIEGeNXT0isSb67nM/EYEEdjvuyHuLsTvvjnw1vwVtS58CX4wWd+tBBsmsNQXg2eQzHKxjv3steONqwTW9BGumWaNbJwdnbwESbin0+c7OnmuY6wGzrI41R8D+5v6ZZgY8ZwfnyXQQkSzG9Tw935vTXc/q6N7/88d/331M4ju/d6KNjfFAw/YEtU9JAGB74nY+aPfDvKCsFbgfkMnz8m5kfXZm69wDcSdx/1houPniRNOHb2Mf0THL/d0pFNmq/catUoDg2P+Hsr/PQbg/PycPuuzPov+4T/8h+7vINQ/8iM/Qj/2Yz9Gv/RLv0Snp6f05V/+5bRagSWUAuL/G7/xG/RzP/dz9K//9b9mpuJbvuVb0u8PHjygL/uyL6O3ve1t9Ku/+qv09//+36e/+Tf/Jv3jf/yP6XVfwgbNQp/i37g5Y90oIgUnJ5dggWFHUpdj2A17akH8TzvqjuVfj7+nLe1udOxQBCcweI6nNKZwGN/2dPJCT4sXGtpdQnWAszZw+E3HYYHttqGHr5wSPbdkSYQZgLB6EN979jYieuNGhCIcIIwkCFudOC8BZwCmCS1d7C3hsMjkrMIhGyGA0xy5hCzamA2zwZ12Ds2skqNj9LQK3mOtGlqNrVgSM1gV28A8QqNz9EJNzatzogczOfzgAwC7MQj/DirVim78dk0nLyho2LpADG2/MuKgiL+druqqczFBLJ05GfbCOG3twADuKdNLZ8yEXbVwZj6zLrx/pec5daQ9MG2S+e7obsv7bQ57d0i+hXA6AOZkIZ+qXdsnxhBAwiB22BPY4QxeO2oHooal6zlN9f3fVdPFW1vqH9tRhaRRJy21d1pa/d4N3f9dwgRAUr/5azOqnhfvUpwxnGcirM/moqbTD0TsfvUi9Dr29lFISw5wsZsf7OjW/+noNv69T641SI+sQgmTo2c6C0IfNG5EPE8OvMBHbgL4yq/8Sv7nFUj/P/RDP0R/42/8Dfqar/kavvYTP/ET9PTTT7Om4Ou+7uvoPe95D/3Mz/wM/fIv/zJ97ud+Ltf50R/9UXrnO99J3//938+ahZ/8yZ+kzWZDP/7jP06LxYI+/dM/nd797nfTD/zAD2SMwuuqFA5Oq5qz91zFXoWDgOE3Ges9XITXPmffk9jZqMJlB6MFVIrxGfJQqOdv/Z+aHtKctm+G6m9Hs0XLDADfvKuZmJ88D4wB5U0Y7P7YVO2mkX3GEMAqRz3iduGwhgPjfjwIoi5ymIbRuPVvWpUbmRf948ApDG3oabbq2sAMuAQkakhKRKz0StJBWtD0XLXo967bytS78ZDs6caHenpYV7SBwxjCrY67hOQIaOijl4hOXwhIfwWM/3xynDF516f8G0qOoOZe952pZ3qmr8F51LRX2j+2a54DozcWpz+T/feeG5em52w5HtroGbKPxBlw9XjNGfG2N+S3xT0k4uo5Iidz8A1/wZjjHoR/7m711J12DBG+eLGm0w/Lns/TNwvAEAQKhvV9U0vVjS0tljvWBHZwxIODX9fQ+kmis1VNt/+35CKodg09fFtNm8dEAGnOa+7T8lWiGx8CNolx8lVz1E+8K2i5Eq5INbFHopBkX4WjAXjN+/GTuLxmDcBUed/73kfPP/88q/1juX37Nn3e530evetd7+Lv+Au1fyT+KKhf1zVrDGKdL/zCL2TiHwu0CL/5m79Jd+/edZ+9Xq9Zc6D/fUIVs7iDGXRY/KWiN7XHNSeuPxD/gCfOxre4b0DEYz0wASwBxPuDhqGTrH533tPTjXcvqH7fEe1eXVILMKDzGc3vNnTywZpOP9SGpB75gJBvoL8/p/4cXEhgRiKND31DuCHHAutJsar9TN2cS3jl2H3dhpokQ9xlroeJLPphJO/noCbVz1eScHqGlpK9Nh0tj6eWHXVWSUyJzzFtx/cGJgBIf3hPs3twuKqZQNz4YE83PtyK858K/UzNKOKU/jndkYf5KlxN4LPwSp2YSTfqeW4Xmbe4cM0GgDkgmgT0urkKYfe0FXYse4hE0VTiDW0q3HLieTx/Ya4u3lDTw0+p6OJpovXjPV0+29KD/6ulu7+/pQdvr1nCz95rQ7R6AvcQnb9jS9U7zmn+9nOit63o/Pfu6MGniEYgw3UIznLrxxq6eHNH9e0NLY+2dLTcMuNQPWyoOW/ExLQTRgSZ+1Agld/5Xx3dfF9Fy5drhgC/8TtEt94Pn6OrqvxeQ7mCFi7zc1BrQ8MnP+rlo+oECOKPAolfF3yPv+HvU089lXdiNqPHH388q/P2t7991Eb87bHHHhs9+3u/93vpe77ne+gTvhjJYLJerBO9fkeSkXxnTHek3IxxwjgY4QXeYoODGktGvlS4jaEBbpaJbcWqxtkHWzp5ARt8zmE+aBNhf5D8YZ8U1adqi9H/KpY6of7TaF4RNATXdyeC9Y2+JgILKdyOeWJuiipfjQE/cuZz4shHDVus8zwkLQ/Lcw4gHa+eXfcTkowke3NfaiumHNZEwqwFMAFQsc7PgRUPhymo/ntG/MP7HM1nJMxpTsdzOSLy3s+pD0PHPC1XHn/fu4CIxTLSpEw4MNq+G4kzgUONiH0BJc5K/er3qRDH0btSTMCVcwqodQXN2fmzkgeAmU9sQezvk5b6xzd0Vi+pXjfM6EWJHlgC2Ls83suG1s2CZke7wK9WtLnd0/kboQkQp+DIrGHtnD9TUffkho5OtjRrxNDeX8yYqQRjz+cMzBFIzjMXB2Xci0RS8CdiZgQKSAgKej8rbUicw2wt6fkz58tYo2K0d9F1J1uo4/ARZnhiiDQdyidNFMB3fud30rd/+7en79AAwHnwE6MYqbQz0lZGeOzfcGCa5aolQoTaYePBDwDaso6ziQUo4KhGZAQtccThjRnbCRssw1gJquUBMW7wWdApeCMfAY9goHdxJkKYI5BqNjwXDmhgQhCVwBnPnFzcJe9d6+XPs1CS4ixqYFQTR1unZjiUOaAs7Ra0CumaqaeZjNi/qcO9FAuf1KLqhXhEzRJZzvkAL3EHD7XETMXz1cviZ9XW6iAegwhdkSDbrruaj5hVUVFtM5esEs8USVqX7Dzb0S7sVQNbBs62URqywzTIeIL2LeBrsLOd1z8n+geSPDI5Zu+z6qk+2lF7OeO1cvkUkm5VkmpbjY8ZciQWqntqmpYW85bWVU+b2Zwu5nOqtzXnh6iQYbCDRF/R5gnJwtfUHc2bli4ul9QHqb9Hlj42+0ncvwgnQwIfPDcllUoDsakI5QNHeOj1pdett88dRnJ6b+m101O7qCVEeka0WDZAyn7ky0eVAXjmmWf47wsvvMBRALHg+2d/9menOi+++GJ2326348iAeD/+4h5d4vdYx5blcsn/PjGLxpdXl4P0MTp8dbRMJhGOD0MUSHtAzwKRBaHfHQvuNgO/tBEMCIk4xOOf7XGl4h1u1uZq6uMZMAvA67fBIYe49KWAgrCkEDE8Is65GmoMz4nEfmzHi4dJqKdiw0eHg83al837IDlG04QFJioS7HSAVaM4aWtjzBIladHG0Rgw3nmDObLhTFFKNBqLPSKLTtCkQ/Y8G/wk/TNSf/ZYxQRk0vNEO/rzkKVvXDKAqEg10zOHlcFQ2rHZKW2AZrDUerGgXK6DZ/qumMciJ1Mg5JEIzyRMd3tDYHPBKGO/xgyZUletXYWYCUAgmM7Eu14xIxCy25qqsxk72qFgz8+Rbpv3pCQFA5Ge39zQY7cu6Gi2paqCoFDT+cmC7jentHn5iPrnhqgAdhI+ktBLIIBudjParMWeBydjZigQ3cMJjGhIMBbmQPZTvt5HuP/hQzabBULvvc9SidstsEDZbwiBXj0mDADCYvv5R9X6/botH9VZgNoeBPrf/bt/l0nisO1//ud/Pn/H33v37rF3fyw///M/T13Xsa9ArIPIgO0WcSNSEDHwaZ/2aa76/3VVMi5ePiSC5C3+TNIZpO74N/6BtM4OQfdxsEjWrQXHy1Y0f1ixPRiZAmEv5lSiXnv6eTFMKH6eKGBAolqfw85WtRwSCA1CXnPWRki2MxxMdnjx8Blz9d5BoSVz1dc0neNTYuQRzBRsINjZIeWVkUfxHgGwRHCd4Vnin6u8h7zv+YAG231qagKjP0r5o7C39JzCYHTf4z2WkWE7fEEzkRFas5acCZR+5tJ85geiCTjlv7sRASXJuvRbQbuSP9wyi9N7A17350/DQa6ih28jungj0dmb8a9WIbk58deMy+60Fqhd7KWQEZAZR9wHqXwtwDhg8LPeIgX0g55mD2varWa02s4I2JCI7lmEWELONhidBxOzIhIymAs4/q1Wc2pXMyb87e2daABCtkIwANA+6vlOaynmNzGvX7/XXKI3dewesr87f91XGjKJwoyCnCec3fSmjPNQPgINAOL1f+u3fitz/IOHPmz4b33rW+kv/aW/RH/n7/wd+tRP/VRmCL7ru76LPfv/8B/+w1z/He94B33FV3wFffM3fzOHCoLIf9u3fRtHCKAeytd//dezPR/4AN/xHd9Bv/7rv04//MM/TD/4gz9Ir9sSD2AgZrGxLf6QbyBbYvKgQULOF35y4ApY4lDpQdJnIKCwsQTAo5dEG7vp53nXvK0ijEPoU0AbpEa4az6gFh21IPz14Bcwu0QO+vwBmZf3yLs/x37XBC31KZkvBiKdPSFoFzL/gPgnOqMldbftm5rzdHGok9E673qWxdGZV32oKWI5EobigIPWIN3rtaXVzs4z99Art/6kvXtfu6kjuaYk/y1+V+9HMWUyB8NbFxPEQK3T9yuEBCazi1U3G0Y7PdgyBSMTT1WsC+IPfAykaIYnPtAa4Y+D8ExO1NTVNFsHgKyR9krU//DpYHMe3jvuYfNez9n2+hUuRMZbh2nKmkN0wOmHG3pwc07n8yPquopNAKhzdn5E9HBG8zMx4UVkz2gu7NqKJX9AhHNiKfQdBb5EIc5/wffqydUMpn7PEaQr7tHhXXAtDN97WVWBEbC/62dq1L9wnsDvCER/exMMlSzoUWryR7S8ZgbgV37lV+iLv/iL0/dod//Gb/xG+if/5J/QX/2rf5WxAhCuB0n/D/7BP8hhfwD0iQVhfiD6X/IlX8Le/1/7tV/L2AE6cuBnf/Zn6Vu/9Vvpcz7nc+jJJ59kcKHXbQigcWIqqQr9otncse422fADIa4uAfcb7lCShIva5kTmZAQkqsz5eiCi4fPAyssfOJxBGsBG42x0c7FR9tuaCA5E92o6elXsjLna1pDGJOWpk9pKXY5JYui/byYZV8w1kulydLhL09+PafQVic3Us139eiblWIJgXr9tp6BF8FEUC57p/R40vyus27RGojkiY3SN9qaa+M2ojdNZb7RSQxP64PfHlMbljcHOp65Smqs4XgWTO9jeK7p8AlkaK8bgABYHHbXUb5HgBjC5sLdLKmeG4jZJd7jbKrKH+xUIfH17y8iP0I/iNmDlA+ZZCLgwDnDEgyQ/f9jT6ftqurw8ovPH53R+3Eo7D2d09FyT9qQMBtqEnrP5gVngMXW1mOXYwbhmExz2NyMCPgyUu6Q5SdoMx8cnMrMlJsy8u9GWts/lClq4GbRnYKIQ8cAmDPZPEiHlUD4CBuCLvuiLkrTlFaAD/q2/9bf4X6lAW/BTP/VTk8/5zM/8TPrFX/xF+mQrrykGVdUVj9nh0BsRgvA5aQismtpu0tIhqX5PCXrUgSy0N0pmw43wKwAqHYf68cEhWbyAT9/enzEKXZJ0DLjNaCiaOPKBNj6VB0bEjNE7yLXEqKMFAkRoquoxD9pUoBkT83zv/PIHFwh5kOZc6TNJSOMWk/e+ZRDsXDqXLSOwjwnIvnsMh4qUSF7upn5kCOSS8aNQL3wET6yYrIFJG9Q/lndw5976bexjaPQ13ZUC5HE+xqDlCddAdJCXg/1xYFM/bhlQq+s78QMGVj6ItGTeHpXUVmTII+w9cB4A93wxFxPAFmp8ifpAhA5U2+vHarp8QvJEUNC8nf4OUfvSjNojOfLnD8UkCD8Ezflz3pCzitpnenYcZIl/U7NmUd6BRPGcPB+0frGfIVplyLFQyLWh9nYWBVCe3sLkjNsciRUB+4RB0uDbgORKEE5gTjmEAX5yRQG8Xkrm8a4PG48Ii7g5qphtjNLBPyHR7Ct70dWMVMafgUr3EjyEazp/U0UdnG0AAMS2woqOX5LDRXdItAFyUMCBCTHFIIw4YIB5PoQRhRh2TZC5HyZHgmZuPC2AJvaG0CTCGL2z4y06akA7+o0mIzipaW9nTyqP1yKWQAHnP2NGTB3+q0MDPaIW1BVZdzytg3XcugKDOoRQqXfZWzWszFGmRUrzoxMjTDB5OgwzmMG0k2iUknX9Yp6D+Dw7Ro9J0B0evRdzr2bUepWjgSXOEBFz1FKzaJmgApMDyX4gYbNjXzOxR0Gr1pDQJcEOzHrdAlqEmqoLoGzWHFkTw3TxGREDZ2+qWN0dwbjAhMD/ZnGf6MYHgilwO0bkRF9wHcR9+1RD3a2W2+bY/5BJEv04fkkQKFNSougQqwWQDHhnjNmPCxnmhFEAjc41Uy/tyz3nGyfMwrzBMRkMwAK5TjCQ6fselXJgAD6GBeu8hlt8KFkMcDqQnHAvT8SfWujq0J/UMFiGI3U0EwKGs9kjGLo5I/1BCwAmoIOHbV1Tu12wM+DJhyta3t8NMe36ucgeeKOmi6clZwCu4ZBZvtowHvoiqhlT/2I0QLgkVFd5jjtjDd+1hBZbiPcl6djMXzq8HEJjk9FkMe76gw16T6iQcr34avsJf4Ew7oGCF6R0/V3TKQXSM6UFyGzmGfEvrIuwcFLylZG0piIq9B6Y6r9iuBKR183aUMzUl8ofu5YYdYhf6fml4qTB5v3TUJI48a9aShgeHOsw2WACRkyZWWRxnuHVDzs7btX9h9Mfv7cQ4QPtGrLnIecGcoFELH5UAuOwWwQCj2ig57TaXzEugcE6fb6lZtPQ5RuahNuBPdlsJIoIzHmy/cesgXoY4V1Mge24UOg0LdnnR6K5Qe2BLGkop0cPvkkhJLIGtsHBBMDlwAB8jMvbPwMg+VKEtjunyoS0PoqTLUlpH6lGS0vzU7yGkSxHfQy/Iyzo5gdbOn6p5tAbHBSLB23AAAijD20ArAR2UmgMYA+V8JyedkAYu4nkRjXdfH9FR6+I41LF+PWK4FppoSQNT0jiWq0sFxJrMKlFGdDzVHhhuH94liGEJSnfne+rZC+7Wnpky0vynVqbEPsWmZLI/WltktUsWUbWG5utN9KeFN6RYfiy12ts/xOvdjwPagwaAXFyHKkfhUbtw8OXiLhJ80D82aYua62DOj2A6TAhZWJs37XUh29NcwlsfqLuBsRxIAPJGuX+V2LnB5F/+GkdtfA1OG9YO8AOg8ExV6IIwGSDoNeM3Jetb80EtGDkW8YVgB8BM6kKvyR/91qA2b9m9/rPjDQ0toFQze71XK5IdRM+ATtdYLLg34BwisluPjLlwAB8jMt8EaaYJUaJYHaZAL0JPZoTCe9HsnAt85Bx6eHjlNpU9SFdMlKi3nQg9vBAJiR4DKAnWQhaeD7U/jiQIC3hIOSUoneQRaintq1o3cw4/wDn/l4FW3IguDwUT8JUxDmT/pL9W5lgptDD7EkUib3WYMTmR/4BmmK+Ns7MU69rgqhj2Ef4EVEh4Glu+iseuHFOtWBsJTFPC6CJaDYgM40lvw3P6dGM0YVZDmF0mSDNN2qRP9FT1ZbhjDQn6REdHUKq/zhAXeyxH4kO9jxL6vgrEN39pmGbOoNnBRQ+PcZIJFGds+I9JyBf6xuB+VH4CJzr4dWeLp+saPdky463Xb2g+qEQuZT5E//YNNEzaNDyfiVAX962j2u8jxn8zIQYhsk9O5RWJrscxieMsWJE9bTrc8ryCyVmzD00A+AS45RUrBFp58hTIgzYoRwUIddUwia3Wf34YFC/KYRAvQFCE9OHePnR+f06vl87xnHcbmGj6wMq+01h48d2jL0v1TV95BCnG0Hyj5DBQDdbtrQ43bCqDpILnAph10x1dMy+pdNWSvUmKkUyDGc+H0gxskAxFS6xih8NLTLH3Kj+VedkVAoohO4Yzfj1QR4F+rS+VFsWU+DKxVuTGbH3x6n76hL/Ql/4PZk20ljjo/l5jjio+2oZJM9hdiSQO3krkq7IVI37GVI+cmQgSRYIP8LrdoKRAWIErA6Balb/uMEY1iPPW95t6RaS7vyfGad1Fsc/sfvf/EDPGfnY3+BsRu1LR0Qr7BcxHYg/jWTlxP6BQyJCEhETP6lGoSueKRNzlnAsnFslqkhddxQgo/ekG/Dqx7+qXQgjiE6qtmISYc0I/u3T6Dwi5aABuJYyQGVmAqb8VOBgI/tLRWInEvFr6IWOq/a7Wd7omYQZZFR1aKkgrOGeKZVgcPxL0LyMHdBTM2upaTra1fAlgA2VaH0HZgBILMg3roha0KrwV4/4By9greaNmoNiDP+IKBtnIyvYZAHlZi6ziANnXu2UONeTb4IdX0nazpgUh0sxWoLIFHjpfGWuCv0085yN247Hk3DTvcZEUpDw+iKsrNZMDOaboS3H/GJ9H+J9RvJ0++KJqmaNMwrfOkqdNbXrflDcIa6+Fbv6ArgdDKSjmE477sDEHd1rabaGM2DNDn7ijNfT0attcN6DSUHgvlG2t3tqNyB6gzNgFPfahZjYursBnttOdGTuzQJz95i9L50Lzvxle8BqBszY+ytoPa2Q5NwPoC34USAdOftEsFYgRyR9lMuBAbi2sic+3WVuhzC8yEtPZhbTm1Q3qohWNamWDk59UUq0TMrURutLagIT+WD7qggTkgm1l3OqYbOM2QxxXh5JHvPZZU4QtQNgaU48IjSKBlATzwTK04waJigXnhRDFDUHpUPSeWapFLMVlphGQxQRijluNLadH9BT85c0zqW1V3T4c6raD3uYIyHMwwKODFymaTKEZWBcXmPGl9L78Z4T96V2agyDBnEBCh9gZ0FsuwXi50V1D+kd0vjiPv51BIf0yZIYA9zXscSPUD9o7Jh4R5PbA2TxG7L7dQ1SAAv2wGzWSWKwh3NG6UQoHPolzEVcAGbs5v1lZqWpcyzl5Aj/r3UUjXpQDMEtMD4jDcCIMyo837w3/AFAGnwpGHYb7wDaTi8j5SNYDgzAtZSo2su/JjWfVmlnH3UsdETBTxxB/gS1YTRhzRkBo0I1tvBYz2MehucobqIgjYrNX/XdEq8IZctOfYMzE0sp8GietbStZmIzDVI8IFHpXjc+B9zwseFR498CUxK7M0L/G4aXBEh7SKtxa5TGvC/2BC1IvNla0ARZLwSdNUrVLzxqRLBKB6jLVBgOp1QywuipCZy+hTUYx5eFzxV5Uq0d8L3uUxMeoSkyrLYNvxNpLev7s/a0BmCoN7/o6PgVXEJEDNGOoPqHzV/guREtgzpFSdnTPIDxiVn24jUQ/BaagI6x7mPSIN5bgLvtK8blQNhbd3NHVd1QjbA+LQEXmJzBYVNFqth1o+83Y7BawcSwh9+5zavQYW9uptZnzBYY0BRn644dGvEDYyPErJWHcmAArqcoihTEqLSGFVCKPgySFGk0ALq5qMrEd0gFkJJ3RxJfDKkAqF6M7BVific9eEuhWHYkCg0wJeaJ3RlllVPqWodZYLVlPMAjY9BVtN0FiNPQj64BYlpQ58Oz2SNwZrYn93flhC8pk0oan6vKNClOJx+ibtNz7kjtWsJyMQH2PEozPa4632M2TB0uiNSInkFaE6TbuKpU3Y8ZCi+scrIJ+Gst4MkepN6NgrNW81S5WovwoKsSmcRsDUzKqI4pcssYSwDrdHm34/03u6gZFAjXYbdH2lw4yY4YS+85dq48hhzO7WcdnbxY0fmzkrKX4QXgd7BGzOBM5gOpe49b1gbU8EXQz9dMGg9ARbBQgVEdmfgCLDPXGxa0MNGKadGMG6IUgqOinFFGsLCTrf6mV8ZOlxKxAI0DpywOeUngRIlnLx9I6CIAmnBTlsPgES4HBuA6S9xc5kDOBDXL7ZpDYhRBUBHt4E0fMl3BGYhR5sAAwAa5BtoXso/JYTQ694M6NWUbtMXhuNP+Vdn0svAedYhUxpaZku9AkuHNKVJNBEWB1L+5RFrDgNiFkwwIalClNhU1wD0NBCWdE4m4mDm1xDs7qPPscunQUo5YjuA6El0yf4g0L/qtOsUwMLb/e4GYUDjJiTB7IJAwk8gBKG3gsGMvcxDMCKjkdSV6iQdCCwYScdMgYIi8iAfo4Fio+qqLN1xnHjJnS29OzLre3kAWPWFwJeVxzwQUuS2Uxd8wooZoOf0cEOvs77HC+OaR1kI3mfaAut4F9fNlS+1LgfAwcM8YhCe2P5qrjDAX5jlg80OrgAqXbxBhoMGzOPJI9hDebwciu0FkTWCkPGYsXis5ZWotSjCZZdX0HFqfjfARexkwyAD/inlLcD4hS+JsZbA/nCICQ8X5RnZHwD6oaAfshaWYXRiXBO09kARpWMecLvsy7I/1wQkA5cAAXFfJCIjaeIro9EYS5Wsj9LOQTCjc384rWt+p2VGuwwbgmF+i/phoBzCQLXCwJR0m1IQI/fFQ3/QTRn2uLNKaGldS8w/EP25ObSZIRFZJ0nCCwuaEg04LlK6aqDlrqEOyFMQ8O11ypbB99NIyAZlGRhGMpLaMAzEmg8xZMI9PGqmd4zNt2KD66nreqz5kMfNWrVHj8JRkM4ikQChlQpYLEig0LLMVskESgyqBaMbnat8IQNKub4d0tQGaNoZOMcG914kWyQs9jJOTvQMl9VfedUkoU3TuAvrsjZpWT8oY2V7dCLMIwtY1NSPRxVS0uQzqt1f+MdbJ18RIAtaMhVMmm+5M2txSGxrJMDnYOoxSxpmG9QKvf6D4vbCjetPQxTOAGg7VGMVX4ILpsuYEQIzK6UjagwRuT4R8Ter1o/1gR8iZKrVxLGAwV7dr2twG4RaEQwl5FOhkmE4SRLHuY9qvcp5hbUgkkdzHQgK0HAD9CQBJAEc6OgK4UcfjZ8aLGdqDBgDlwABcZ9mrmx6qjVTOmnAk1VdFu9OKCSiyXDFUaMzGFw55uRbSX1Y1nbwwHOYeAUw6hsRkqE2c9zAdBplfQDXA1EZ1tOEj0jdw6PBkZqQu3APscbaT1rTbASddMRAh0UnCm9cNjkTA8m9JZauZLP5iEfVC5Ebh9Y0YofGpbF5WPCD9+H1PvZ6kZadAenr41pou39gxeFLM0obwL76ND7qKNpuK6icxlzXd/IBAu2rHPkRiIMxy9ZgwkJxzvqtYg4DDEu8GBzMkqeLaHTFYJarsoADqdxk+QwsBKRZObQhb42x44cXHtVK3NdUvIdTNMGGOJkH7ccT1OEj/Y4ZwuHdCi5MPbNACZBf23R+b0VR0rH0qFrWxWDDAu++Iju62TOBB/NZgro/D/mkrmrG/APIDONxXJO5ut/N5iv5JWbfjb3YtUM5sgvivHxfNTguoZMUsb9hJrxbNFdT0+p0ETeHmZsMCD4g/zj0m/suO+mVw4EV9mD/gJFkRrXdAIq1Yu8BdPND+VA4MwHWUFOcbKa75jf8qE4AjhKfv6oAFYWfulyX8kOwCGgCghcW9ikN8U/MhutkF7+OtEC9XE5A03MGJhhsZdBDReS/Z+syBGb3o008KI18rQWIFOEKhTyBETPACAWKb4bxjlR4eyv4CsP/rCSmF4JUmTxP7yAh4p50GT1F3WkWEGz6XTASxDcdDXkv/BeI/NiloTQyx9LR6oqf6yTUtjne0WTecbAbpXpu6o23b0Pp8Qd3FjDFPLrc1Hb8oEn1sCtojOI6tHh8YSNHPIuFMJJpiFgAYU7LjZpMZNVlqDXt+DqnuFFcl/h5Ro4U+YS1DqiMwtgwdLZgQa4TRPaiouhgiA0bhGyENrZ67Ub+z7Ej2XZp7R7+nHaLGZrm4qyA6qvYSL23u28sRhJ6EMFnA9ULbB8IHU0p8RyCq0EbAROiPM/j2jBa7puzxcMELy5mg2O/cXBK0aQ3S8mLd1rR+rKf2RKUhBgMLmOQWGh+Ys7DnlX9UaArE//KpmrYnAmrUYt0iVTHyLSxbateNOA8j3LJDxAMY255t/zCFsvPjVV/HI1AODMB1lEwasCyzugz7XHWFzR4ID+xoIJw60QWrgEMWvthWv0b60ZlkH5tH6d08QzmS5VJqzvkD55/txLOg2rwMNruYGERLx+oAs8Q/1sGGP7rXsUoPmozMKWjREa1rWjys2HzBBGhETJ0D3Erayq7u2uzN3Po/WFWGSv5jUwhnfTF6D1PPdaxTS8QKpZEBY3v/cUc3bq7o1smKZlVHF7s5zeuWur6i1XbOZ/OGtSo1+whgrUQGgIGYTkXK3tyWQ5RVp4Eo8qG8Ebs7q2j3QYaVfBfi2JKmQ9nKHeKMw399h2h3I0h1YGiX0OdKhAikXHb0WoTQ0FVA2nPm2s73lcGOyooXt6q07QzGEvESrzqFpDfSSpQ6YlISB2aEMfxj1r6M83HaCxOkzY8lv5nIKI77E5hrywSEFMUAIGKB5TisuehT0gaHRay3Gcw8JnyYtZlYG1izojng9L7HHVXLluYnW8YPAfFvN/CCFurW7yRsMppDooYiZW98xMuBAbiWouyhaXM5+977bjlxVS9Vj4ld0GjdsSQIbhi+ArwhoCE+aam9GBrMQuWMGjZTjYdDC5sPnsxIMwogEsEIh5NTRTc+BAIt2OJRYt3T9ewbTAEwTQCjXFKoEs3OK+ovF5xG+OT5jtHOEpNyhQPac/BioJjgMDWooB2sfk+FqTkYzRyVYv49Jk7zUqNn+ePw7c7wiieqTkWMe3h+xFL/5XbO3dntIAURtasZ0aqh+giwcRIHrQktz3WQoPggZQagl5hxeIrzZI1NISOoZT2EqZC5zMfCJ4hw5mKnP07dSmLe4HcOry4VLQImiM0BAvYyqVmYwjTYK1k7/VRSLjPjDjw0Tc2F+yzjQW9NJRP90sxuHu1hn68Yci9r4mjTRvu9cpJV9TLmx9F0RBY7DgGaiCiwMGM366mag7nrBS0xRP+wyYfxA3IzBUc6IcviApJ/x+uWk/vMJVdIG5MthXNP8i1UksnQhj0eqD+XAwNwjSUTerRkMtaEDj84hyhvPnbwk0QhDeBG8SbZ96UW7QDwxuedAOq0kORCDPFG2uDQKvALcPaCc0zrPUsIIzbt+TNI2tPT7qbo4RmOFJvuSGx3CCuCs1gKDhwxMz4YUBwPe5y/1NL8XJzRUCCtzhG9AC92PvSLDgX75z5J/u7jC0R8UGEK8dDx+0pEd5/noPbFwxrXlMZkuuNlFTKSmtx/5QZrSTjkCwQcD0O6WLzXdU2zLd4fKKe88/hMBlcKhykfxDhIkWoWxJ9DAiJYg0KSK403jjNqQvYxaN6YQhY9dvILXuHsj4B/cUL5GQ5zlxE6hynTGpWSpkbX8/ac/l05hoqgPaGudze2V8aM1qT5QPOmE5rCqfayyB+9rkO/NYMkwxy0XYn5sePPxitfYjvJHwlOncue6uMdzaC23zbUXQRCreG+DfPDTF/IashOoYtB0wni3/M/2P4BvIAzCXDLYipCmOQ+ZvtRLAcG4LpKCb/d14Q6B2lk94drINxwbIGdnDlmPqgr6pAtDAc8VKcMrlNTc1FzPnBs2IunmoDBD2cqEFlAjXYsSVkHNUhZIP4PP6WnFsQ/JF8hOBVCRdxWtHoWcKQ1Pf4b2HB+gpEo/U1538p4ECOdHwK84U1o0VVitHPpTs9fYCi8Q9stTvqm0sFsJXwrZO2VBNVPOjohk/J6mj/oqb43o93tkCGuC3ZPeHuH9xKlHjjxicSsnEODmpWfAGKP+8FEIFMdGIgNktXADivOmtH+n3W5REy961Up1E4RjiD9sTMjxhR9WcAEBIYkSnSM8R7CGzOHTO+9ZFKx8x6yeq/B9q4cZIuv0jVb2XbUM7SmSf+m+2gZkvC5iNSYMS7SQFYtUyUqfI+h+ij8sdfM2FjBMDSttl3U3LD0j7wfWJNtzfkR8H5jwh6YFVlQMQWCAMKaORoFTsK83mvJ64OlgHWL9dGGds4qmj+o6OjlHHfhIPwP5cAAfAKVtLevIkWhSoiL7mH7qoACVlGLGGMc7l0tKUgpeP8i8chDYoev9eOBkw7cOWz62EiQ4BPKWBC6VncqOn+zIv5dsM3DuWZW0exoR8vjDW2PlrT+nQU7H41wvVOHx35akThr4iZ0IUQGjAipI+3py1bqjncZh72xNO/YLUonhXYSvIoKuTDeYlhZOn1jX2MUx/D7DE5w9+DhLYlfYn/48EPaU01bY8rZaCoKBzH/FpKkdKua2oBTz3C1q5qaSwGu4axxCj/fTdwyxYAVrxmVMTuVmXkNjIlcj9JnwDhY2XkMzral+PVSsVKr/j6pgs+5uYEYKuCjfUyTd03v/yntgWEmR347I22IXhSWMx20LCOeIzBnGSOdtCB5jH+mXjcOguxXwtexxmp2UOVbGK+kUqGrwaxjChi+xUOiDfsAwImlFk9/1lIFv5UdGFY572YAXbqHcOMuMMNhPiIo2qEcGIBrKcm136QCVtpNzUlncbXpHiOVhIMYEjxCtLDAt6uKNojlPoJKLCCBgdMGvO4DSbu7frwPsbcRkUMYiTVU+l3NSUeihzCcdi6frmh3A+qziqqFch2ue8YYny93tN3OqO3gaKY4GM9QPCL+UZo3Z1M8WFJclwFYserB7IAarg3zanLQW8c871xWj47PlKyBZenel+SG7kfgFDlrq/K9RqrbHcNruoJTc5COod6H/wXR9qxmh6qY3rRmaX5MqDmUD2pQhFLWw2ELZkFUqpDCxAtbmALJIodc8+w1blXOmeTtiX7me1zfCaI2B8SJaHEc7ZGySwYvc3ZKHMwRYFjA+HJsfZSwy29y+qd9hHWi5LyfiQgotXEFQn6l4qnznXWdAIpC27GXozUYTVKeFicxyWYMKpxWR7VojYOse3nPzLCxxz9JTgKcOdBCbeEHBKZT3iv8fTyQIrQBIQVRInCAxnkV96NI/mLihP8Q8EXYhHiOtlTH9ZlLh3JgAK6jZDRQAfkMF1O1fq9qQLUZvsKOD9X5LHC+sKMyEwCbL+LtEVO77iWuOoQLdpDiZyHspq1pt61ou0GGMiCICaUWZLjgocv2ZaCKdtTM5ITmccDCsGmoumiEccikgJz4j8YzoYLnKWJJW1HidI4ZRgpF26hHfnm59JziwiNzMKXyTVKP6pdRtWaHib0eiWUat/GktgeuWQRw3EMsN+L0o+0TqnwclpCGjl9AvLfYzTkyAGpzoOaFsEkwgSCqR68AdKlLzWNNACmyTRJ1xalrI/PA7d8XCFUQam9xjjUY+XuyrwAmBzAzrHECRD6js6EfQ0psga4O/YimidhEG4gE0N24X6ZbV/W6dzU3TmXPBq8eqJc6X3I0OleOPCg8I30f9V9xy8wk5cQ9X0T9eLnpNj2ib7szimYpcSpRxTSeO/j5SJKkuI/kd05bzDkSejp+Gdn7HHt92NMg6KfPCfGHDwtwT0TrJZqDGRiIh5JnQTAvHGfHQ0nlwABcZ7Fqvexi6bzS8kVZwpFDvKclq8mEWIBLjhsSqGocNgMiAWIOBxp44MIGBxXwPECFAo0vPjnkFOBwMHidA22skUx9MC/gr4QayqHNqjuND3CVfVdEvtMHnNJ6iGM69enwF9Qv7+AfJ3wZ5irvgBMJYDqpvcfj30mHMj381zAXtgAFj531jnpB+4PTHrrciNS0vCdpYRHnjOgM1I3qXA7TPAOSnxByENoYgge1PoP7IEHKWiEAgvBuwVD2dHRXoQfuG0KWhc/MSTBhIOyQNVTwWZkJUhvWXTI9MVY+GBWMF0h2wfYfOChmSu5VdAxES4VqGJ9ftP9rBUH4O35/HjNaIP7698z/oKRKumIZMSXmu/ecyFTytfzGPCRweEdDmz5x1LdIO2ZuAvHWTMAozJYfN7wTCfkF8BdUVQ2HA7IZkhEAZb0hdwITbkX/R+PviSOOwMACU4AdRjuB+gXMLxL/sDNhlsdDYRPseQWPWjkwANdWqqJUP3VEuJjrnS+NJvC+VlKFNtjg8Oni0CoBxGAHnHkg/ni6tYexp310kgv/wDDgH0IK4SSG++Bxy2AbkdBUNL9oHScvPfzCSOOhkr5bIBklBaq5y+LJNXO1J2Wy5VDMraN+5Q93+l76vaTaLXmqO5+ZKWOI0xAah9h4zvQCQtqwNA1CfvpCS90rQ0KU2DgnhGLimsdkQ8WKA3d2KZjsYC5YKt9B9Y/DNCSRcsGODLFSalWvHpsxjgKsb3gWtAGQ/ERDVVH9UNTDUOsfv4h1KxIej7VDHZHuwJSw9J8ixHxps/hO4uURI66Kx+2MiL+8x0G21usyaJjK/Hr+rKnvV/3N4wusxoYrTTjiJkZYYVyUHBjDetJtaUbBPiuGPWM9nj7X0tHdis8lCCl456yqn8hZMWhZ5Du8+rFGUzgza/QUwml2s0f8D1oBlAMDcC1FS5f9iJBrGpYu6L9TzeqDTPsSKEmVE2UchTwBc4TftNQsWupaRAwgNegQJpjh9yPiD74Cd7bcULdqxAEQcbZRNQu17cOGTp4XopHGlgakRQn1e7xk0oImYqzC5TI1nmZ+nPnQ7cZ6+jcbhpdLMaatOJchPA2Elc0piJbYTdB9LTDZjGtWfVsqIfoBURjsrQ81KUBvEOMPtecuePYvJBQT2hdJ/KMmUzfHcdX5NfiPAEmPw0gTIIvKHFkg6tn44uNcMBupCyYGhz2YAGA8xGgEjjZsZW5humoCrC9UuHg+S4msKQDhEPUvRySwSUJpjdwwQCN9entpikCn6w50sXqPImnmffBAtsrtO3UyaGALxuPUG0F154xyfGCUyqNVrSrMVyq1oPKl8NHgtyF7QOUw0ftcr3ELthWZ8w4ZEgFSpNoNZgw7HZHoZzxLIvqD6Ygdcwsl7nHRUCkI40M5MADXWWRfaJE9HpzBy9qjmanieHckj3qlGhwJFMgXgAyBAXiDjltaHAlq1moH/bKEzIhDmGgOYhE8boBp14CUowphhQEoJmLNI3nP6e9UdPxiy6o4PE8T3xJwTwTlUYPMhWBVX6SZCVueCScrAdeMbfLaZlq2W18+1dDZm4Ugx2gKABcxqp7TQP6sKSlq4uFBwxFhl7UkDuLPhD6YAjhCYKLss0ODEYgmlZE0r05iMT2E9xYYWGYiuvK4MAb2SUF8/1IQ3DjUj5dPJaFgbJZCgoPwyE6YAEQgSCRIYEo8+HoqwScPBNRFW7Q3+zOXb6oRYz4QUxe4p6haMqUq4CmkNV1gGBVC38jOb5KIZXssvWPNyeUEHO8YuQREVR9NDPK+oWrnLIdAAGVvfc2shGY0Y53NmR7vQMA1Q59pL+zZkTFAE3NqGbZs3ibue8TKgQG47hIPBH2YpU3j3WBO4oJ2oIiQF7zG2d42D05724b/deczqla1eF6zJ65s8HQrZxeDnW0miHGnEYNY4rGZ+H+w4iQzfBiEXPIpfC9LCpAfVCMtwCiPuJ4CycxWZAIMgbWIb3Ym5fpw6ib+wRzYwMpHVrWzT+lo9+SOzR7IpwDV9eZOTTffX9HRK+JZ7/WhKBk7HYrvL8MqHxHf4OSHS5DAkiSk2jBMlXtI6uhK/ToyDmx8W4xGSP4CO+RyCJI5bPJaskzPhu8CHP/EnwERC/jHIC0PnAepfovHuEVMUpKqYa5GIabhW9Hju6QBSPNuOTsj1WvXdw8IZ4pAWeKkYZJtsSajEcOZP6jId5QYEYeoItfExRtq1tiwGSZWbWHKITYpLl8lWkJbY/IKWJht71wbmQ9M59N5Fq4VNX6a0NtxKp7EzsM+nuxRKQcG4BpLtuC05OCVqC4bn2pDE1opEHb8SPWtzylI7it4/EvC7AoIcjF2FjZWpAqOkJng9nfwHheMAWRn27KoFtLEQgp+saejl8UhRxL5KMI6oiixL9UelbvZmkqlmIQiT31q+KOhD2ZeRr+P1C1pzlZP1vTwd3XUPrGTRCNwomuQV6Gn1ZtA2Bp67D01Le9O5BZXjEiyT3rvRg/dzotl7gKhH6RPSaADaS1qVWASgNc/nOU8yZmbUVSiqCanATnw8smKVm8YcgOIWQKhWTXnok+ppvWQoEZm/wWR8jtk9ztuqb+EXUOrlgugOaa9LKzTgNNERtEdZ6mUmABbSoyCvX4VqTTVyx1YE36+pWyT+mqVPjj2SWsOXDjrctQE1OoM+x2TjB2H9OKRQWXNH8yK0I7VPLfL+3kuEPdxlnlRpsbRHCmtQWLkJ+fReaBdh3rMh5LKgQG4zhI3vbdRLPFOhMMJeUsqvLz+6CyKajvYUFc4jCHNB4c+2ISV+h+EIssRHorg9Le0eCBx/uy1G5x28Jef0yg89EhUrC0zjcnZ0Zo4pwN+Qm0eb7O+AToRnzqch3ZVM6ypCF7vus/hBqjVL99AgrSHqAeEGs3ADMFxEs5pPW0f7+jsLQ3NYb9e5/HW/D4UUlpmFvCknIKKNM4nhzpVPbXRSVOpTpE8Z/U00e4O4PEGgrp4saGb70OkgNjU9RymqfUYIzUGntqZZA1cPw5nUmCwDw3sdpIgClDQ9TZGGgxjjq9cUlKLV3+1hlNFcPBjBEixLXvwwJkop4Gk9Bzx9ysEdntiX2TC7docERNz0a7xKUbCe2b6Idds5Qy8oxHQRFsLB44fxJBIJzj16nDUyB+oocX6jBIZMPthsoHzcIJkDtq/LoSYrhgpUiKA0rlUkq7Ves/Wn5HY9Vk4mkOvce+74XushuFQpBwYgGspmYv78F2rCiOzX7g93WpKuhQ1sFp4DsAp2JyMtIWwqpAzgPjQFeIP1T88rNkLV3UxNow6i11HZCB6k8RflZzuKqOSn9rFjjORmbJiUfMYiUqmFldzDaIMm/T2BlKFBmbmTByb9HMhscLswTGRIFZALTtqmQmoZ8DdaaivOlo9XdHlyzWdfrgd4HKjg1qXj9U6JFq1piXSHB8dHK4AzMOOlyAWdfDZAG8yI1o/21H3GNz3O8mW11c0W+xoe2NGD2ZLuv2/BOVxJDkp7UT2dsyrYSc+ZHGDGQg2/KUknIr4Vlg2q3XNiaFqDi1UqleEaMG0xIyChC5yquEA1wrGdI6Uvp4mwnIp/LEAy2wJoSIkiehp/5C434J2aX9xuHZ971U0BFd5TKiUSfXZT/lcZPnDDTBQVo/vdKRuZV4YMvgNzCkzyiw0SEZGtNEFqGhoxLAutg9rataSDOw1FT0/++YprtcCw6CZC+++jM8u1X0Ey4EBuJYST5shg9howRvu3C36YDS5BRIilj0z4HGLlL2XcMQSK0DEiWfiD1S1CwFkyUJolGex6wle54ff4Pk8iAHZbVHcsE5x2VzsCelSY88nxUhmhgnSfd6e1qzKBmwyvsOcsTiW8LIYxcBuDgx1PEDownTCaGO3N6IJgFq7b6g96ejijQ0dvVozDHJ2uGiObCRRjvuYhTSFejEkj1PghtOL8RkCWh+nVb2zo3rZBgZB0pw2dU+LW2tavY3o4WZJzf+Ep71SkyjibzUg9rAE4RY1vqScRgKWxcmWZo2kHl43S9peLjjMD+BEuv8IM0WMN6NEkhD/uomgPxL3rzVPlgkad8iuh2FiR4ia8VYrUXqfJ5jsIrHQa7HE2xba0zH6OZ1XDVhfB689N+R2QOCbgpuW9zv+HVEuYDzlnBCzYA+rYSMMJpg/vHfJ2ChhnUOWzZEBI3+EZULt9BUYgTTVpb0Tmy6oH4a1EaMmDhwAyoEBuJYSxQ91ya6/tILHhH701ykeMxAPPRCQ5X2x7aXDh6E5BeoVQDFadcvtWUlLPduquuWzCs0qTUE6kFUWstFAolSzf4N6h1sxvrsa7NhQZUdnOp4ThpoFge/k4Aue8YDVBbGD6IMDo7qsqJ/PaPbEpXQRIXrsMNUwGh8c4uSQcvrvvT+rkh0NUJKiQEORPP1DOyCeyAQJpg7JVHpEcIAxAT5DV9F223CkR3O0o/UTC0YTBBPoz7nqY5rb4Tf2/A8AUmA0kDXwaLmh48WWLjYL2s5b6padgPfMJFRS24ThIHr0CkRJwXDnkERcZ9hXhDQ6L2wkqebzMuqykcTTSB3GIhEKNZ/5j1oydTAbsjlT5gPb5gRzMPJ/iePKYHWHuPxR/0aMi67jMdFGM2PvidPHCcLk3TQ3A2gTHE6Bzsh+PsEckOw72gQYkgkZUKCi3X3iPLN1tIxgRxWnfxR+6ZwLjv7okS4HBuBaipK6ppiAuDljvdIhuGcNe8BAcNSBBLs9F6cs3uRAgwOEcJDAsu5YzHotvbsPVVKLJ3mEe9P5pXOMZ9oAhXfozJfAAwensZJk5BwsCOdb365pc0dQ9WIom0g4ApQEAhmTIbFfxDnRFpnKkHQEhx7wx88bqu5UtFzuaA0paFOzinT1RE3HLweJiR9fYAJs8SReVTjXwxn62weP7CrEUYv5YnMbNnXpHwve6GtkbDiirKfuuKP14zM6fllU8dlrK/SJx6CTHoWLy5MNHR9vqaklDWvidWI4n/IY19oF9hnZIkOlJJHiMayU6cUrGZHLJeMRc2qkP8sE2+ojxYxmskc/jD+mfo0cEZ29e2WaE8LtXNHZ2YO973kfmex4XVT74RalhUzZCwwjgHcD5EgO3ZyDWZY0ux3WGcKJm+BAHJJOCeSuHkYwJWh8Au/YMExZNn/2ngnNzEgzYAQmzSQccgDk5cAAXEPZwVMqEbWQC8CGuOnD1GwA2HTjDrOSTfq6x4sbUha0AMD650OanQOV13/WmJbEw/1ZUhHDCDgEd4S8laQWJ2Y5VVRmiEwqG6Qw7dE+emy814DviN2/FjTEucShSzKknmGOocKEKQAagv4sJJzZ9rR8BWFvM8Ebx3EJ+zoRXd49pvntNc1mLbUzYQA2t4mJGxNrJoLGMcwSGO/AGr20kHyI313HyX/kgJb+MZGHxAYoZzgrMCFGsh9Js3p5ySkfxWHxJvI/gMGBI2NBjCqdjDynAZ+fiG4s18xYLBtZ10gGteEcBYLsFqViLZFJfgH4A+ROgm4/IqEz6aO13qg4Bo8J9vaGJ/UbwlEq+/aa+4zC/aO8EhGQKfZLt2OZAnU9859x0Pks452UGjqMckCR5veECKBuJtjbMOFUrAkKYGLrmrVT7GC8CU6csVsqSVDGEI2YK3coajLU7zbh0GhSnUYGpUf6HufVYc8fyTKBn+SXX/iFX6Cv/uqvpmeffZbVxD/90z+dfttut/Qd3/Ed9Bmf8Rl0enrKdf7Un/pT9OEPfzhr49VXX6Vv+IZvoFu3btGdO3fom77pm+jsDKfbUH7t136NvuALvoCOjo7oLW95C33f930fvV7Lez/wYjoEkw9AtC1rR16lqsok4qAazA4FXazt36zs6BtQBaKPnAEosIdDcgXgB6v69ME3whV3iH+BaEjWvKAyZLWhqsgEWX7PQwbDB517PF1W39X8jO7XB7h6ZMShZzRE2LLBBMwFUpeZgQi1O8/nk2Fn74ZMdBwtABNAz3nHt3eX1FQ93bi5oup4F+yh+XtL/+x7K2l20nd557oveG8xUoMheiVBY4pm4KopIVJP/bqh3cWMWnjcI5lTQBUcv6vSO8zXYawC2+/xbEuPH11QU3WcBRLMBmqIp/+ekzUwcZnfg6ftMkhyEg3jV53UlMW9oW/U/jKGWLjt6euWCY1OeN57Vvfof/q5Q9+kDTcqRRPQIhEcJj3bW053RlL5qF+yD4HLf/wizDc9Q31zil38O6s5G2W9EidODv9Uc5KYjhgZFJ9l15rd1hNSvlumGAJv4Fet+wiV18wAnJ+f02d91mfRP/yH/3D028XFBf2X//Jf6Lu+67v477/4F/+CfvM3f5P+0B/6Q1k9EP/f+I3foJ/7uZ+jf/2v/zUzFd/yLd+Sfn/w4AF92Zd9Gb3tbW+jX/3VX6W///f/Pv3Nv/k36R//439Mr8fSAiEvLPBM1RX+lQ5hXXhTZzovmlZN2gMm/lQTrR+r6d7vreiVzyJ69TN7evX/quje76np4umGD/AEsVlqnxsaOzOmw9DeYw4zaV/VYxjQPTvTSg+RmdLtF5oA8WP8+UD8kQmRCXlUZyokMn0IwQHv9Dmo2wNMsu7LZUOXL57wBloeb8UpL9qy+X2al6olzKnxZWMcxqfXSBT2ak6NG+rCRAEpHfH1FzOx2SJcEcQZf/EnY1BCWx6hMdfxvuJXAEjduzymu6tjeunsBt17cELby5mogxUzkhE9PX79LG9p6eemD9E7XTGV7s0Te0PvN/u7R5hK18y9QuyMnX5fGTEogSxHpifuD7sn9jGO6bqVxh2PGy00jN7NsO6QQvrkxY4TToERWL4qCZmQcAwaKfhwNCuEmQ57OkYSjHIOeF9L50SJuKs+j95joZ7+O0K4fMTLazYBfOVXfiX/88rt27eZqOvyD/7BP6Df//t/P33gAx+gt771rfSe97yHfuZnfoZ++Zd/mT73cz+X6/zoj/4ovfOd76Tv//7vZ63BT/7kT9Jms6Ef//Efp8ViQZ/+6Z9O7373u+kHfuAHMkbhdVkiFLBVQ+lDQRGKkler/OhsqkKq2ogSd/l4TQ8+lah9Fvq7nrP67S5ntH2caP3mnrr/2dDN97dMzJiDt8/Qtn6zScP2L/dXa0CskK8kvWw+vPmJN6TDZoIgRMbLjiXdPyawqU+ceayjdtHQ+ZsQRSEY/FGC7FcNPXj1hL2iT+6L2nSf9Dv5W+pf+BCdQUyceYr4CLCseI/IEsgXkayJXy3U8S0RJ32SkEePyfDD7gzDEWB4oQnptg09XC3pcjun9WZG201DPfwkUnpl1ZZ6zxkGgjcn9t2MGMucoHBTet2BSQCjMhWWp5gOV40fJXG9hifW8msiIiXmz67fGJLn+dvENiyTFdoZ9mSQwBMWwJBLNGurOK7gyBfmCNEjx7tg4pmLDxF+hL9M1EjF+UjvqrvCvKG/IXQ2TY9hQLP3ZOZcv6Ki37BZk8M9Bw7gI9IAvNZy//59NhVA1Y/yrne9iz9H4o/ypV/6pVTXNf3SL/1SqvOFX/iFTPxj+fIv/3LWJty9e9d9znq9Zs2B/veJVkrhVi7nq4veGea6VaGOnqE+b05rOntLRds7HTXLHc2Wu8HhcNFRe7Oj8zfCWa4xJouChG6elTkn2THpc1nHY8cDx1PnW0nMmRvXFhyhcxWRZ60DEzKVFAeEE0PVzoWGeYKzJHD/Tz8Ep8ABPInHALX/qqHmuTmdPCd5FEoCaP4lzue0hBRNP6I1GTNBuIYIAahiWQLnGE/cI9+ZWeFBiK8H5w/QjIYTNpp1NdSRcFHARVds/mh3DbWINuBMPzU7hDFWAepFJ0OP+Ks2R2vEOcBLyz72LzM1RYe20aT7Ut/IQTAxHxNIhKV9OpJ0B1jkqTJibEJCHH7vul2t6Sq1G7UHiYkx/TLhknl/1T9LYOMS2sUU0h2nYz5+FeBgAAMLIFNXoaf6HIj9dZ4X+ziC8y6cjS6glmF23Xd9KB9bBmC1WrFPwJ/4E3+C7f0ozz//PD311FNZvdlsRo8//jj/Fus8/fTTWZ34Pdax5Xu/93tZAxH/wW/gE6o4SWom1aBmQ2qgFE0QPekt32jhvqai1ZMVbR7rWPW9Xc9oezmn/qKRg70Ph/sJkOVgMw7cuQZJS/4IiiG4ikotjWcfp6Pq2U0aPdLjgTnVlMFEwOGFED3YLdnpUSUzYsKIf4hP3xkAodAfSDpIYXrzt5HPvAqMAMLwKjr5nYYe+42KNQXMRCjYVGlnrCnx8Bq8aRhd0GshXGMMh4eSl6FeibpfBi3mDUbeu2xYbZvw+uOcVVd7PvsfID0wzA3h1XMcOCT/Tc0MEXJJcB1oQbSmJ0qDag246u34UH2f+7uznjIfmfHacYc5Yko05+cQkpJGwfOJiR528XvtMSDBGVLF7GtI4KjVkPtz5nhEELVEnZi3EHUTrynHW60hKE2Quz6TRqhP/zKm1OFp87nSjGdkchwBxu4RDzXYYVjcscTnFbr1qJePWRQAHAL/+B//46xK+kf/6B/Rx7p853d+J337t397+g4NwCcUE6Acn1LBqoybyEh38rNZ+Tbtp0f8ze8iKUkM/Ppxov4YhuOe1baI7509BKKdJL5hxzIOIROJOJdooxraCd8z/db9TYcS47ybTTt1uNrxZZK5gTlNfdN1wq147A5EsqPFcc2e8HCT70I6XSAkAg+B4+oVGqBlrDAXJy91tLwf8pgjlHKL8DYkQpLKA4NnDlZNDPZIvaaF/F47N8AJWANoB6iF4TqctgOhrkCgEe75EFj9CLlDFgMzR6FP2mN7hJbXClri7KKm9ryh7WxBOzhRIkskNA9hfhA2GcMoM8YnG5gJ4TPrWwPbxDYyf5FsTvJUuGkICgo32zF6vp395pa+jJufhhT7autGpj303arFU4SCamfUJWcPuIyRXVtJwg7EXmlNsme4UnWADi5EO6RptPvfvgjvN3dNOLdYgabE8Nv+2Ya8veMlCHpEy+xjSfzf//7308///M8n6R/lmWeeoRdffHEUJofIAPwW67zwwgtZnfg91rFluVzyv0/YEhddpFtp4xv4MlU4+Ezhxbp7VSO5TazoLRJ7vGFLJ09c0m7X0OZsQfVZw1Ls7kRs2wiFA0FkSVgfkPrcSwdr+XDMHLbUwZYGkWKQ8w5n2AC6BDuhVMpVh+lsMIQ1OwMAh4ywplelfYwTjEC7ELMANAMAPoE07R5eSusAVbgA3eTwtUUnsCDtjNywJjUm41MtxXIbZgLvavlqz1qb3U2iftlyKF61gkZAmJuT58WXgbUfgscTxlQgNqOxC2Lf8i6ggCva0oy1C5ITXpJJsUPYmfIG14e2/qxDQCeiPTQhH5XE3BXiubx77N7SPBq3MTAe/jN9vP9RTU0Z01o3BFDB7rqakAn0vpQwyWP+1RASY6T2YnpSBBzSk6dD9yJPvU8LMkV8C/uoWMYWAZ9x8ISIfuK67WKc9wP1/9iYACLxf+9730v/9t/+W3riiSey3z//8z+f7t27x979sYBJ6LqOPu/zPi/VQWQA2ooFzoWf9mmfRo899hh9MpSBs9Zi61VvvgKXbAg4wvyQfx3fj462fHiD+LNnPJK7QEMREnuwqjeEmenDNv7TqXTlx+HhI89fJQ0mRUdJ6tD7Unsypw/5jUlVOuWfEA/DThIYnb7Q0Y0PdXTjgx2dfhiEEeF+Pds1Y3Kjof1wf9DSZIxGHFMMc0xTYt+npTyGmfGK49fghoYFJyqAtpw+R7R8GRqdmt/r0UsV3XpfRXf+V083fqdNDorWSc41RzhEBWYAzBNSwM4fwOQgqn+sl8X9io5fhpmgm5TyvOZHc6K/K2nV3RoFYrzP+zzWLZrPSmMYEbzChi1pbMwzEmHOiLPf5L41k0x9kRmN7Xrj8bQz6p4Rr2rnaYpBiX+vQmDVHs2iTuJvtp699yp/TRve+fQol9esAUC8/m/91m+l7+973/vYQx82/De+8Y30x/7YH+MQQIT3tW2bbPb4HU5973jHO+grvuIr6Ju/+Zvpx37sx5jIf9u3fRt93dd9HUcAoHz91389fc/3fA/jA8CH4Nd//dfph3/4h+kHf/AH6XVbvIM2HuKeijN8h20+Hg+sEdB198T/62ssmV00dA6vdWDFPxRHv/ZUDm0wBAIwE+J6M69iX8uYqwaGjmtJQ48vV/F50l/UhIw934fr+oDICUWxJEZBPPUTMYwZATmz2TCkqJ1J9kjcauywFK9ZqdxOGDNSg5RVEqb0GN3R9AYQSWlLYOKAjwJCtOClzaA7a0RyDNKepwYdtZ8G69SBN/gKIWFI/FIxKiFCRuE/sQReApAmPc9vZ01HCXhUTzFXw0oSwjRCutP39MP7SaYmPceeNBihikcvwiOOwgSm6lPrzdso3vxn96h9IqoPtR/sYJznxbWaBwEM3HZJITJiNKPfQNgPpTXiai3CT7Hfo1wgzhisHFESEKbutb9d5V6+fFABfEQMwK/8yq/QF3/xF6fv0e7+jd/4jRyr/6/+1b/i75/92Z+d3ffv//2/py/6oi/izwjzA9H/ki/5Evb+/9qv/Vr6kR/5kVQXTnw/+7M/S9/6rd9Kn/M5n0NPPvkkffd3f/frOwQwmQCszf/qHGmSE+JmN1J+sQTCx4hxgPBEJrYVQG0CAURKYDhycdpgSQzEtxlaRhO2/2yfqVDBESKgR/zDE9Lh4QyGf0lOUjIXcs025aAUmr6mn0J4WzIxOIBDeWyzCT72PpeHUOpG3m/NEJr+6znODnAQP2g4kMzoUsPgClfiAqzERpzf4uGfEVD8QVThGTQl4j8RnxOBifZzN47ZQY9DTz+3rYi611c95868p/lyGe89RNUSGGNTN91V94abtR+CdgrMxh3WWLpP/aR8IEbqAe04EBnDUo+sLT/2K82NNXkUGMaMKfHnVPvAuCnMS+tw4Bn2F3vmWeI/9a718w/0/yNjAEDEY7IHr0z9Fgu0AT/1Uz81WeczP/Mz6Rd/8Rfpk6lUo11fICJD5WEjOYvXjZF1NoHE8gqgDZwBYQOH8aeFQyAf4CGEayXe7JD0MskhHH7umzUSXWRyIjF305raopJ0eCrIROxc+6wiHqXoK++QGB0IKlFS7JOWst1Qr4Jo5R0ulS/pAJyHkRGBjx/S/47eX3yevpA5nWmpOVyKa8Er3uvQ8xIvqTBTrQaGU6BoFwyhtG1XhXWiQzTTmsnXc7auQ8XM+dN2X/mJJMJWGvtVDn9nEcV2vSWUNBTuOo1MwRWeO8WbREbEnWuf+Evf9DwOc5giEUZtKO8ApVlIzpV2o+k6ai58Rsofc8ZsXvUdOWPN2ij9fiipHHIBfDyKXqCl3W4OQLV/B/Wlt1lMu3GDQwMAZzBO33kEnwDBxIf0z4QHIW0vCv43H8YhWY606XDzeiyGIRmU2IMmYJRXoDj8YUCZo6RqJx5MA+qcvuc1ZPvoJxwqla9DdmBGtf8+NbAdn36PFRwvK7p4pqLNTaLupCe60VL1oKGTD9YMv6qT5LgSvJHosnKV8U9JwB5fYxiKlP7V9qlw7+hyXDNR46D+5jcPxKhov/Xoa1pzljr5z9hrRlIbMHNO1OBESpMR17i7Hu3eVpqCkcYsk2D1CzCMh9I4pL5E7UBmZhzaSOsyXTIOxyPhYmDyEyNg5jQL0bVMwuh545L8oXU9j4F35vEqGig99mp/tU/6cmAArrMoSXck+Zvv1lM1S6yhNXE2VMdKj3FDt0THL7XUrGpGtVu9AfHwgJJFXDsx8effkRZYxdzzvepvOvw8gcNuRNWnkfQWtQpRUxD8G5KKuCRFxxnMeIwJsUITLjvPui+G+GtpKDU3MgHsJxzZ4wLzAC3M/d9HtPnda9q1Nc2XO84p8PDhMd27s6Dd/67p1vuECYjn/mAeoXKCpjiWqU7oEDU9RxmxiA/Qz9KmhbxNazP2wsfiO7OSvaY9w8Py36NUnYd/mvrjW8PfPah+VyH+do1NEf9wg+t8p9ejob4WOjfuCldzoOdedc9lkJQ5buirRmXUGoWgnSn4oWTte1gduvP5QPYwYPltaX+P5muCGbC/xe8h6uVA7P1yYACuq0wtVGeTxC3o5q9WKlm2xUbiq1d6UokOGxxq26N7kpZ1flbT7lSSeTDG972WHbomDy5PcPQOYm988ayN/Q+VtDTFQ2gkRC9lRWOAnmBjtpLFaFeri1eQArwSncjkfFZgJXZeImUuSdK2b7FbNTEaY/dpF1T1NdV3Z7S7QXQ+XxA1PfV3tnT2u+c0O6/pxodMqkYz5t74DsQUrAOgjGEceeInGISS78SIaJih6Wl3oKhje5mntzdnFlSnz9/JCADKzItlVLNX40mlqS9hLRqGI81J/OikuR7atzgBE+F6Xn0dGMvmHCtaew8dxjOOJC5sWhlg+j3ts6zNIUPpJPW0hLlwZmQdK9UrITPa8Zf2m9e30I5VnMST9VAODMC1lhLuupXqXU62tPALm6G4T+AsdgafgJZhcBkJDwRWqdSzPWolPdvHqX7b/nsHiiKi7VFNF0/VDFjE4YkzAbo5fhHmiSARay/40SFhiL/HkFhpN30ftC6lMzsjSlrV6tVJz8xPH4Rjrp4W88vuvOEY+n7bcEa9xXJHW2qovUN08aaloA4ifW5sxiHeQ5cMwXIPzIKobOepROTNvVojkDRNxhmQqwaN0kBgS0hzVziUR4TUMmVDvUI8hd9GeP4wVeN7E8MVfh/TdM3AaK7XclO2/aHjU46wWV/Vporag5QS2DgipjF7CoIpYpqEkaG/RTNM9Rq+jxiSyLQ59exw950xe+qnKgf6z+XAAFxXiYem5yFbIlITHHZKCKOxsDWx1m2NngWJWsL+EtHLYsSD/GEIQuURv5Jk5XLzg8TB36KWgnPWE50/U9PZpwyiQHvS02bR0frpirbva5Ja3E7TPul1H+NhQ+/4sznocrW3N9FJ9MyksSRRht8BpNMeddRtGqqPWupOGmbClost3Tpe0XmzoM1sRtunG9rcntHsxaAF0BKpmeuRajY8LJsGy/hMEHv9m8zFcM2iBMbDe/QcfQlDiEvLY0z2SXTJaXAgQul1FghGti8K/UrDLTnQ6fpRo6C0A65Za7QPJtal/SHVdRwJ01yp96eSAmVgVDre3UND1HkTvD1rkCFlyH5GwdF3G/Bgzy/vHvX4ke1f713LqMYtodeVGcekVuJQPvbJgA5lKLyGvRAve1Cpkg4xTaBto3EvZAt/QOJLiTX0IaGq8j9l15d+XmFAFvTGI/rOIa/DC2MbUTJub0g8OUuSSHELonnS0fnbW7p42kDDpjmIgft2UE4fLOaCGusIJjVViMyWouzufEjlPElNXnZLoPWFcSFN76Jj1f/JYsv/5k1Hy/mOZo9t2E9jIJiqPSWxjkrhuXoso89pvlSuh2xMwxrUB/sowU/6TZ/MeR033318BKv4S7blfEwZY1Jcq+P1adXM2XudKp52QDnspbXcfwTSsXfdMg7ZOgh/9diz+sMazLqjwwX3OY5aJrPQZa+N7N24goBfPKakm1W0uVXT6rGG1jcb2h3VfC3NiQXo2vf3ULJy0ABcZ5ngfkvXimeF5tB1ZYfTHqvt88PC68JVtLH+jXs2XeYHoJiBEBKHznKGPtjDcT8y782IuuOOLp+p6eTFioGKMoZIxzrr57vSX+7AmBwPI5OVnSqxbwaAKUpoHkTrvinCGGcd1U3H1bslGIEZP27Z7OhotqV1NaP+aEPb20fJTJNPcPw69CFjALOLpmgmIpMqFT9QKdtwqOsRTquFGMmI6WQ2NxeBCfYKiXudADNCbxuafD12bgNDpBhDuT541SdCFwX/0vsv9dVp061wJWa8cF0xK9mUWPOAameUe+EqwvM+Qr9HQs+gDML17WlN69s17Y4rBp3CNUQzzc+R/0KQOxNUut3r9v176+FQDgzAtRbFtZY3bPk3zc9fydN6X18m6pU2fLa39nmc22foED59YIZshRgUEAoBRby701G17KjnzH0V0Y5od6Ondgn/BdV+bEIzHVeRsKI2QNOj6FugIVT1sDJPanV4Bo4JhxTGAdNGROHzSj3rab7YUV331M1qujyf0WYzo1nV0Y3FmmhLnG53fYzfK2pakYzlUTLAAWBGnjHM69UYkXxexlgNdg2NnEzNITuKJ9frPOtONXKoqzxJOn0Z5n0UX27fefbdWeBT9NX5zaUhca7S37yr48YLPgDqury7ofMjLIEigxm5HYtSqCekEIrLjzTmoKwf+SOyJ1tibefPYwa8ufe6GphLCAPrOzVtbiFnR/Dmr4nDZ4FC2S5rOrrbCWhZXBa17L3seR7zpc6NR70cGIDrLJrwlxZgJpldob4po2qlk2kkveV3a+kmEUlPRV7i/LPrRXesVA+bnGGJQe9nPR09eclEcr2Z0eZiQd264UMBpoK836FPWmL1xmoP96iuVYfElCo4VYsHYjcQMEjpq8dqjusHkwLAJWDmI3lORFXkegF+uJ6JSA8TwHzW0vqopdVmTmfbBZ3Mt3TU7Wg7a4iWwiAIdHF+gA+oiI4dejT/zlwUJCTNDKXr3kGv7M/uzBvinTEOmpDqx2vmVWECePHmrpqg8jz7tZhZUJIk/Ir8/ozB0lgQrmbI0RIo4m5zMIzep6ZP2n4fnV7jWGKHrcOhZgLC/+Kcpmd4IaPZuw2atcBAuXk9NI/hbJdiqGaaWDXW0f5TXWkq2gGvZBGykzJgVninAM5igQH5KJDlMn9HdlLTO87gnw8cAMqBAbjmwhtEH2gh5MfNvKU/T0m2hfSiWXuxHfsMJUEOZ7lJzWWQwOI1EDNIqKzWphBREGFhQ/vWW97LDIi/QCKsu566p5EAqqd63tK2bWj7cEF0PpOzCjZz6/ikxi7PGV/jvmpNQZASBNQnZ04yNa6ap5HEr4jE5RM1Pfg9RLunt9TPOtq0Fa2QhvfFGd16b03HrwjiIm5FVEO/aYhOWl4HTd3R8mRL64s53bs85u8dVdRUMBEMB2lkWPjVGOKdQ/+aYqW7knYgaj0sU2CyWKY5NgeqC107tV75t4EgDXgQhds86dEbo3ejowzI+pARjqgVyomqh/A3JpADBr4Nby11La3jbH7Lz8gl/VK74bnRp6IUqRI7l/ahNm3ERT5Uy5gCe071EzgnanpS9/TzTdf4Ms6WeYArB/GfgRkO89UAvrSiTQdzIDQBrQ8iFduHZuAqfh6PYDkwANdYNMzsvjJKl1s6xPY+1LlXSYGFTMRuO8nvCDDCRxWtb0FFR9RBRYd9tpHc9Mt7gBOWw2dkP9cf1SEwv+jo+HcaOoPae9HTxWrGueabezPGnkfqXoErHg5lj5nP7flmTtMhpa7pITqH/PCjnoBh0nAoQfLfPrmjaiFACtUc5oueNk9X9KCbUbOpaHm/4/cJaaVuezpaCKPT9TW1YGy6iroe8dfCILaY5FUtDJUap2uP9vD+bZhjuD+FTxpGZ5C+o4pDvfdsEhXx96i1t97idV1BM2ehkSx6wkiuLrxs1u6eoqXWKe2UfnhE/Utt5IMdrZdw7yiNsXKwzfs9Ai8Ydds+o2evRTN2LyRVM1je/h/1Ra9xzY2oburoC/0cw2iPfHHiUK3DXqk/iQEQbSAYANYC4DOaisS+q2h7s6LFmeyrUjkQ/3I5MAAfjxIz0WFTQHruKgbhoTZoAhScbhY2aNRlI2mtJD1ZKdDWtKZAb8OoSAI45Zw/W7OX+i5kE+Q2dhVtLip23jl5oafFWacAiUI1nSBFtQ3ijhS9fTWTOHmq2I5eIz0xkhStoVbv2flncBw0o42HlUUT1Ge4hfjVRKFkr00qyyG3uthkRUrZnSLZQk9VI9qPdlNTB9+FtqbtzZ4unqk5FwNQFjkN87ZiZ78tbBpdx/H/ddWz9//DzZKZgMvVnOoHNdXtMN5y0fCrCk7WCn7eWPRvOqx0z+Ps50nI27Bu0pd957HxXncjZ2L7+TJOVa6CGjgmRB7T5Gg1THdG+U8+Ig/asVkklQg/HfucMQ2GUdGMTtbJvH85Y5O3mzQMOnulNR/o7hgGfFTwuyjBxs9Tf7Pl0uVAZ1D/QzDgAuwM8Nqzns8inDf1DtFD43Ny1I/0AOf3R7AcGIDrLMHTHUQDti3YsRhTHdn6LpHXHSlX1U63GVPCZf5Tcvab2vjqcJzuZ0ACG52x4uh2+WRNF2/uiJ7c0OIIxEs0Fpv1jDYPF+ygw8ltPgjuXDpQRHFTfcbYb/92R0d3K9rekJA5lPlFT4v7QvyRiIadfRxP5alNnRirkikijHtfO/aeFmpKHFJbmEJqNl3UkFaopn4rB9jlUwBfqun0OfFcrp+b0+6tDR0vUYGoPlrT+WbBTc7qjnZdTbv1jNP7AgmxSFh1ZyIDoxIYZX01Ql3RNm+fYYlNqUyZFxye0xuLe2bH9L5Ta0cPxRKyifqa2eBoELqChKq1JJbRyKoqU0KpDyUGxPuuiH1WNGNVKnb+Y2pjtA97evSfgbNtitIZ9tdIs1DgxyafPz5M/LMq/I0AZWL7Dz4+dVjbHC0kWi84BcMxcPHA0UyYx7vPfcTLgQG4poKFDKK/Pa2oRS71OQjZgDw3Q3pemIZfCk4tyZ5vnNXiBtkrRU385ECalm7P6AM23KKi9RPExP+xJ87odLGho9mOZnVLD9ZH9PLyBl3OjmjVz2h2VjNRx0YeJiJ1YtRJ9Kte93T8MrISin8BCu7nw4C/yITtl4qH5wmuQO6xnaQtm9QmhmKl9pV/hmYcQjUg+rHUvaqp31VEN3u26a84XEHyKmznPZ29qaHFg4qZmOMP1rT6PUd0680r1gQsmpbarqb1bkbH8y2bBLp7C9Z4xAREkdDoTIuDr0ZgavJhe1ORhB9/+exHjvOlu0BQoqe6lrD02tUdcPMIeEA6DgHzCHTSCmma6CwSj2GcSkWbefzbXTEQSq09S132TAS6z7bzCdEvasn2CAI21W+JqQjzmuY6xNcjph6OdhBIWAhZy9kDLVUV4LfHPjsj4+TVSonpGc1H7GfPOUpmp3JucpTNpmbMDKQz5wLGAAJVCBEsMW5ZYEQcx6FwOTAA11GC2hyZ33Yn/WDPUhn3elZvweYrTmOwE08ehvG7/W0k4aiNMLLhOVL0noKDoz3qaXbUMvF/0437dNJsaFHv6OHyiJqqp+eponVX0ebOjNpXoMJ31BCOLlefiZyhUCMFWikk8+gdE5UR8dfDDdLyYF8d5kdVy+5R3cyeF+2ULD3tKmovZjQ/3lIza2nXVlQh9XIrZgLAHM/OkXeho9X/PKFXb+zoDY8/oKMGWhT4CBAnB7r/6g1avndOiwdtFsctY4saDHTniqKM95rdELA96tE0T+q7xnUIiHEZA+VpL6Y0AR6ztY8ZKQmohmnOHhfHwr4MpZesn1HeJFbjMvgAmNh7dyz+Jg56M7+aevBIATDaVgPzEX08dic1h9htTyrBoYBEjeiUjaQFh2f9/ILYhIdcIZ4pJY559FuBwcrehT2rnHvxXhYPofavaXuKKGDRBqASa8X64ZzI8oSYftp5mUop/SiWAwNwDYXjV8FpL5RHKwg+wG4iTjrCWm701KwgJVZUAeyGb46NONK/Pqs84q/vV1LvQEwHbr4vhMh5tj/mwDui28sVPXP0gOPXo0PbreWK7h0d0fZ0RttbDTsL4jCR5yupKHVKEWB9LR6f8WLwmYixvnU3qDCHjtlxDNcLbyb1p3gk6MPKHHw8RYxYSNQfwd8BTICo7+eLltptw4xdtUKCo54u31Axvj8YgJvvrehBdYuee8eM7t9Z0QZq/11Dq9URVf/jmG7+dse+D5nw5xAhRyh0GBjD9un4+6QJCSezBqOJUiM5kmfQnGginRFCyyRo04QRKv1XY4zCus3iPYr3sKGtDoOYaXZKzQ+LctzbjJHV86apjlo4pcGOIgbE76cv4utejYimByvn1fa4ZhMe4ut3x7142QcVe0TgrLZE21VF27OaE4WBEUhMdGm+LOOhr0WGvfS7vR4+47kI+4XWMU1jDS1YLf1shWFBZM3oTHQEIv6Y1tVBDYByYACuobBHKxP/YNOC+h8MALzFZx0TDf4BNq6AwmbjkqUh831q49uNwNeGEJ9EBELd4Vy2D5aGgtDMzorw9oeTW00dLaodh63tGLKuZ5U2YtnP5y11xz21i1o5N1UFx6npzQgVJaQV2Pqg7ms2RPNzSCfwqPenRwPX8PODmlpXlqnRagGnK9FGbOrF+av58OmpOt0xaFG/aqhdN7Q42nIYHw6sftlRta5Z2gKsKUdJXHR0+39WtHrxlM6fPOX1MTuTKIqjV2RsOm+ChIqZMLQ0VuWcOHJIGyiedTIbQhtT+kM1J0rTYJgAHYqZ/kTmTr8MTf/is0thafGeKcz5K2gCMjqJL9HZNvXDo9kT0R9WhLQcl63HxC4ytYW0wKNHjJlsxW4P9Upj38coqd+xj9gMiRh7/IMT7wxZqqqEOAmtFdYjhBYw3PW2otkqthVMYs6rdvvlaQRGEkeuzYjrCZoIZC+FFoDxP2KacuwpCAIItb0A1kZgULx2VV8yU8CB/nM5MADXUCRePnLaQZU176gOYWMR4AISZLKHRvu/1551ANx3yKSFr/HMJ0SejPvIJWSo8wF0c3kxp5cvb9Dzy0ta1C2t2jm1fcW27BrieehnIhbW+S47bHM7u1wJUwJEsNs1rR8TBDC296F+h/hfopPnQSw7ifXVNxppYjQ1ntZBS6eGeUrwuDoELvknwDEJBykRztD+bEaX3TEtbq0FxIinsIPDP21v1MLrwcSx6TnL4fHLMldoJ0rKzATGrqW5UtK2Ew2W6l6F2Jh54I9dAS7Zm7dR3PW43XH2S1PHs49rJkUf2EoLkz3OQ4JVzJxlVoZn5zbxEYaBHZpeV2nyB9t6mpOwz8Y3j19KetfQ/kWGgdeYqLmzOdbjnUD7HP0WtSLBpwAmPBB3hNVCKwVhpDnd8k3desZ+LBUcWxusUzjjCuMNX54RJoHxq9HdzJ6vP3vZZ1SdgZmUL81lRyfP91TtmnAGVKxBZQ3Bg56OXxEGYETYLdNYZNwe7XJgAK6xMOGP6rBtLQIRiP665nA3VmWVAC1U8Yj/1KEwpSaM55UH4uI1B4I3f0i0uj+jl+7e5KHcWGz4N4S1Abzn3vkxq8ERuoc49gx5LCNo0gMf0lgOQzgqrW+L/wSyA/KhBTUgbOtVTc1lTSchBnh0zBYO9FRPzUv0C9DP59AlYB4g1OgYUpO0Dqlj+QARCULE5/drunhiRtWypQrhStDs1D2dHG8Y6e/8/Ihl636LRCYG+CXaMfnz4OjIh2vqn3RwqGMz/VnCOj3+5KhmfQD2tVHE2B+eXwJicksWPz8mBFd5l3wdTpK6z7ov5j71mkdAUa4zne27ZWQU4Ylq9HF/HaYraG0gjcMeD5/RGO+OAtU7NEHMXNouTDBDOfEfZxRkBEvMF05+AOqEM2jGa3dHu3UzwFy0tfi4zAOjE5+tuK3MRKh9avadRc57yeqo58A58fSFlpo1/AEq7hPOSoYCvoDpzZ/m7Hlp3gv9ekTLgQG4hiL2qvAvqK6A916tG6qhSmfiX7HDDXvhCkaMOKw4tgDXhjk6lM1ft2Phf1E1Gyq7dv+4l1rY5nqa36todXJEL1dE6xsrRrDbgEvfzGl1vmApeP4AkgMGn6dQzRrUkEeKT4iSEYA+tnCePO1ZXdkfi56yumxot+sZiGh5X4BAMrW/TWbjTYmlm1aFDae8k5rOkY74VmDgGH0Mh1BFx6+2fECffJg4de/28QF3tNvVdP+VU1qcbml+tKXN+YIPXJgvWEHi0V5FEEeCZN4tc1GuDkRdUa8SwVZZ/3z5dCKL3hVKljsgMTuO9mcklQ1jyT5YgheJVPAB8UC2eOt0hsBrk7j2VdTMh8l66DIB2qQVGMVMArX1R9cq2tyo6fyNFa3e0FN3o2OzoLz3ntZPzIh+s6bjl7uyts9hnHLmZTBtROc3Xn8htFQ0IBV1q4a2MEN67z1ELwlzE0waxpyW/GEcbIEUsmsldFNGArxRokDwOHq1Zf8oZpCheYOjtMtwFebem69HvBwYgOsoyPgKIZkPq164bw61wfXIABDNLonmZ8SAMSgpBFCX17iAEyHRi3/yxDcbOaop47OxaC57OnoZ0ktDm9mS7rc1NfOWz5rtxZzobEaLuw0dvyh1pVFD+HV/jDd+JMSQljnxB3wJTjqikx01i479D1hFOUNyoJqdhBgvP/TXD/8aENo0PHEJmlieX9Hq8YpWTyERUcdAR3hn7M8B22hb0/Jux3bK0w829HBRs8mCVZRgAs7mtLqYSTggkhpeVnT8MsKYlGpaPzu9MLmQDtWkOdEV/dsHdYbD8agwPT7CgyZg4MWcxaUAoAZ1uVoeXkeK0nNh0dn+WY7NPiRby8L4ZUs8MbaF7WIyUY6GbCVs97OeBPQhchXO+JyxQJUNBEkG03pyR0e311Q1HW23DR8T21lPl/cWTPAGbJBCm6EPJWyH9HuQphGJgn3FOCRMnKFqC2GHUYsBR1/cAusa27Xy5w5alN7RpoS1FVN3l84bcy71E5qCyJTJ2WgcRL3PpXk6lKwcGIBrKJD4msuwEJWdn71YN6LOAqFE3OsC9qxO5QyYUJtlv1H5+rSEp6THwv2DZBnGs4PtraNuXtM5zRj5brcQAtk8rGn5CrzdJdxtSGWbS02uWi5IDPG6ACbB8a8nOm5peWND8/mO1us5bTd1YAKCZG7V2sYkkrzQtVbDerCbsgPc8WNE29stPweojRWIecAnuNxWND+H5qZnkB8k7sGBDoZlUJUDI0AO1RvvJ5Zi0rv07M7qRemkMEls1UySB93qvelhmGP6lZyiBzt0dmuJCKeqsUPSuSgNC/Pi1M8kfcNJBMlazFEKVz84xXrMsB1tnzWtpHTDlBiFQ7l4YDwaeyEyk3aPFhlR+Q2aJWiv2pstzW9s6caJeNmtGzmS2y38Xnq2wUfmdq/pz5oy+Frsu5wm0JQd3ZXwOtRnD3v2Qe7z++HSco6IlYrmAOCy8+/BMyeo3zxV8ugFec6a1UR9r4kRw1woTgDFgSEYyoEBuI4Ch/9LcRZrllC5iSpNIG579rAFA8AAQCm+vbDyrwICtE/SsYQ4AbE4TRT00GyXA7Ldqqb14zW1RzU1FyBwQviZU9fPi17qU0UBobBAxdK0HE5wmDxabulovqOuq1lC4qiKMBnDYRKlfDsOf95GB5EquxOi7a2e6BTJRkSNyul+g/SOwxm+AQygsu7p5gc7ajY1h/uxTRe7C/HMD4hOXuzp+EV4K0cY6JxwFqVmezZm+AXD4e6uFzvW0fyr5ErOhGgbusZ39+FeFWXFP4yRwwQHwqjHMBpc/JK6qJgAj7+xUrVmnAyBzwjkqN97sOy1U2WqN1zImSfdx2oija+YkOCFX522dOPGim4erRkF8nwzp007o81iRpsbHW1uNrS8q3wL9Fgz4q8YHY8oqjEAjEoS69QMSsa3QBsQNFUSDlhx2u3lfWACaBxfM2lGM+DucEdwSQxCLLodp8/6nKqMlsG9V12L+zW7vu8sekTKgQG4pgLV8Qy2t/UgHUYPcvxlSTnbuMo2vofDnSzuYTBccAD50rnnZcDT39mL/eWWju5JeB7H5AYUw6GxPJlNeoA+ZM2z0+eYM4ElfEmWs+2QPKdWh7tD/JLdM48PHsEA99qBTKHshSQ/gtoooZpwlIrUUqI5xJGKvZIBQwqHwFVHNz7U0+JBzcwB6oExAKDJ7Nwh/mkyC9qd0vtL9aey+zkT6rZh2i8Rf/MOLROQ51hQxF8xoMOh72iBDKF0wVpKa900l/lBaKn8ihE1SXuhn9fvY1icPpXmniVvou6o4wRSi2ZHN+ZrjqZBFsh129Jm29BmsaT2GCEjIfdE7J96B5P+CplGYviOtQqzFc4edqqbhcx7AWWTTSrQAFxiLUOz5zMxFql0KothPumqb95vKDHkL45D/+V6QbqxTtNWEzM+Vg9FlQMDcF0lHqaIow8e3rCtAds+O2yU6DKSTLXaT1+fUoNFLbO9Z+KASvtNqzf5wvAQTgMcJFxmYDiEbU/ooX2e+p7s8a7atOcY+812Ri0S7CBT4KphE0p8bq4KHShCmhrtqa6iuLJxph9F0oeEBqko1cWhhHcWJpPDqkJOB7xHFHZWutuyYyLfhuuxE0byHxgjS8Hy3An+a4pppfcQSk3k7Xqx78t6Uxvpm+d54L2UpGyAlGzGxdJzg6YgMmIRbIY1LbFqFsNfjcLP0iMN8Rkl1tEaAleDofo0oTEqEvWi1D1mEmKmOzC2TQgBPp1t6NZ8RTfnK3p1fUr36mOiWZcc8GKksGXAsrl1+slrNHjxR+LPZw6ceR/Ai76SfBasTdNOy0heJem9ryotZzDVbgXTxbTnh/njfRf6G1OLZ0l+dFPe+ee8gwPxL5cDA3CNxa4/PmQSQIr+Yb/w56rKSmVqgziVtXPcaCsD7G5ZMaANqzDB0CBqIWzY+bmow4v9S5t2fEhkt8TwOBD4nXjVr88XIkVvaqovEQIoDlJ43msxiyT0Pzcmvhq8n5GMCJ/hEMWZGzvqd/hhqI/DFY5/TBedVLBCMP1JT8Rfm2Q86ck1wzjz91qkUU2MMw5tkOLdpqLHu7olC1Rx/BVc1az5HlEidb6DxJCptrLEOzqzpHrWIKCrCRnTkHx+tKZiglEdzaXFMihJtXapdcPkIfUzQmgBpw0NwLxuOTsksksi7BXrKyjBRn3QWAa6r+zXB/jxWwKli73Ke3Qtan34AQBopwKRDVDdlpnQzrLZePlH5d0/GmOUdtRP4dIAxDTgi0TGEiG/m5s1m97wM6KiYDqF9iw6Ro8e5TGTuhsKoTL5AR1KKgcG4DrL1OrTB4vF4om/e+1pCc97ztRvbh35kJzY9OaHd/KxxC1DdQgY0dQENuxaHPZYvbgO4X8oOkkMVzbwwwUJA+YE9o0AlO4RsuqgA7VETmwRjw8HJYRNqoPKSJhjCSnP0qYPMblVJiOmaxapWH7BgczvJjpyJsKlJnFkMy5Q5UxNfTXRJFdtaybGiIfxfdqf9kq+Y0KWaY48ST5LPewhLtlBOGPWoEZmLhKtMOswvuvED2gmwQ61LzzX1NGvcTxXZiNpGqeZyStQGKwdOP9yCF5X0Xo7o7Ptkh7MQKWJ1l1DTdNRHUHDgvUJKH7oPzO8QTJOwGGKsYYUzRk7n5EQWuTuiNI/6l08S3T6oZpuvb8TKTu8WzdVdpqccH3vEEtckJ62+KICUa6B81FzxA0girulPAG5CTbrihb3Ko75l1BfgxTpabhMd4awT6tCOJQDA3CNJePWE+HwmWeVidtRHai6XikQ/MzByfyW3T5KKSs3AY6Tif8NcXLDwcJOeiF0qLsAYYRUXtFio05jp6N5+/GiHrWACM3PibbnOBQgaSOxkERO4HAA8Rec8jICXmZ/ThdEdT4lDeIDv6uQIjVqAti2ja8ICQzY6UVCP3FaZtKIqTdSjar5ybQLds64/uD56cXG55Oz/yB0PfkV8ZdHWShdn1jKZ/tCnM9mLrzrfCmaDKLjp8GrHzlK6p88ad+T9PXkGk3NVRwvXT+NXlJfVxvktRd1CvxboAnAjCKnRs9Z9+Rp2Hfnz1a0epuE2i6fm7EkDyS85b3gPBwAtTBfm9s1XT5V0+aOOMoizJjXL6Jpgnbr8ule8lLc3z+GbOoNaFZ2lhiBYXRMpYbycFygY3J/bwneBzKlooDJb9dyI0JuYVrjREBeB0cd1Wep7e+B+sdyYACuq3gHTVic9T5V49RBXdICvJb+ZBtcqwOV2g0qOiTmOJK0xSD8jBK2FCklAh21a6QZRXhcsH+z6DEcEFlcsFHDR2LFzkiBWYKdErH+3SJ4TcMk0Er7R/dEQ5DNl2KsOHPhMkjzYZJx8CLqItrs7dxFfwJtDwXuADMC7HNQD1LcVqQxD61tAJ6x2g9HGs0c4MbYD6X0za7UrAjmlcwiJQ3BnjUnbceUNcNCTZqrAhPqPje1GdxePf+IiEGvwWV0E1piTQRBJzrKS9EPQA9nxKSY9xi1MN7wOH+9MLKDhD20hdBRoFhu1g1tljN6uFmyMyAiAVa7GYNqMUpoR3T+TEWXz3ZEd1qiFSR7kfxXFxWdPod/reCMwHkV5rmbwSy1Dvb/EObH+5ST/QQ8C8arGMYb2Kk85C/ti4mcyeq6VbMPjLeZ5tAewhBXdwTpc3tDwL7g+8C+C5uamrqm3QbOisj/EdIU27U5pQGwcgHqRJTNQzkwANdWRrjow8e0nicW8VS7xTqKgRhz4YX2J/qQHMAYHSwAGqEEKVgcjoJjHM4dlcqcmyjZDNUzdbIWzlG+7RkNDeF1DAe8kEMRMKlgDngz10baBa1eVnT5eM1IgvByTrHNK7QHz3yg8ZS1KeyDEPuP/0F9GrIgRv8EaCIA3sTMhKbflkg4ULO9k6DJvrZUN30ebN5FL2tNxK7KECqJPj7HvVdLzdmiHRg6Xa9MMMYQtdlv+rUk5id0UoPLmH7FucpkUM/Po7+iBiBes3NhGTTDQAuGvqTb5bwPW2FkZxGsKoBpHb9E1N6Y0Wbe0f36iE0B86ZlOO31ZsbQ0XCIax8TTVT/EOiajdCwOTL79XTxRjChNeeUwDps58Ko894M09YedYz5j1JvamHbaqSorqi7F5ABeSCaG3OGHnkxLw2w+n3fWaNzW0CgwB5lsK/TjupbG2oWLXWAId401NZw9m3Y7Ic9DTCtXEVUeBGl9xdNJwcGgMuBAbiuoolN/B7KaJN5dT8SrZW9p0TcvZ+M3RWRdxIqJAl6OI/4knXvLE1AGmav/MAMJGKs+m7V8frQHHnwRykqoJfBBohnwEYYTSmQ8JGDJ9UPBx4j+D0GUB4kMoFKMUjsQSKSFKI1NfBTUCXZ03vxK4CPAUwN7SyMjfMPiASF60MmMjORmquL0p+uotWSwXEwk3gNcR80p4MmwPPRSBK0nmTbiJ38Ub34sl6rRkkTbid2XvUxu2zO8kywM3ORYr/1eLxhaocvpx9XgjX2pExnPNmzO6w1MZNh/cGZLWavBE4GM7KcVEfW4/FLHe2QnreeExCz1/OFQH9jv7U1VQ9hXwNDDWZbxj07CzkyTpBVVMIJYTs/uou9ECNYROLnvBMMXNVTdSR5KnoCY4FMnqIl4EREMVLFzrXSRuWmmMLE63dmQnBLhZMTzQN41lFL9byj5XKXGKGLZkltWzHwFzSLSApYIvppOzjP5TXBhD9oqWLysEe8HBiA6yrDKZ5f95iC5JDjtBEXul3kU6t5SkWmfw8fIhnJYXIli138x7WT1D3EDwu4kajqR4evdWcwjlOZI5WWqNlJqKLLJ2rancplHKjzs16ASmI2sDAP7KtwG1KYSEkdUAr7ihqE6wFL4EZFm4uKjsC0jELKhhAkAPhsbkvSIbb5tzFNKdSR4k3N9lcwHRw1IJnTILXBe3lxH8/VHNBweA6qUeXxbt+JqjiOypAXqq9nbZTWxV6Jdk8igqjNyLsRCK/3QHXJ2ujN+hgRfyNtjlIeF9b8SDsyYkJKv6nJmdKsxesq/JST7DTCeMIBrz3BehDms9uGiJKuptMXkf47EPPLnk4/jGfWtNosOBcAQ1zAbr+q6egFrFUh9EzIkT20kvBX/X7h6AdtgzgWKmYazDoc6oLtf368pR2SVT2YC/5Iyjmit3+EBx5gmSMjNWixFEaJmaNMM1BYgykLokqgVK8qak8rTiIG0FT2+YHPDZ41k3nkbKCcNd3XgGWPcRjPmJOFzYknzYH4FZIzTpZf+IVfoK/+6q+mZ599lkPYfvqnf7pY98/9uT/HdX7oh34ou/7qq6/SN3zDN9CtW7fozp079E3f9E10dnaW1fm1X/s1+oIv+AI6Ojqit7zlLfR93/d99Hov7gGZiYa6roiSnnNbUk3re+x+0AyCx0iEf2NZUx0Gqq24gZIUjwMEjn4cF6+SHXF+A9n94zS2SrrX43KSzQwSroCVgPizR/MSMKo9Ozit7whWP5KqJKGTVZ4x33lPHZIHLTqWLqBi3B0DXhVY6EN63/Q8PRMdMc7/6e/AY7qi4xfwvaLFA4FHhTTHJggifv7DtzR0//fU9OBTKjp7K9HDN4u/xNiJbsgRL4egL/Gnd6Tr5a8pe82aoZjWUZubIlMS8wIY4q/9IeK91k+i3K66xySQGQYWNUBW+gxNRXV/fwXibobuEajp4mtPJjUGSsuFtNUrXqdhjZ2KEx7MZbi2uU2soo9tYh6RVfLmBzq6+f6KTj9Y08kHGzr5QEO33lvRyQvByz9w/PWyY4ZWbPqSWhymAOwHrGd0AhoGOAfC8Y+Z8ODICql/e7ag7nLGzAW0W9BgIaHOCE0w/tMMW/RhUHX3pp62c2nux48YH+/TJZwia+4nJmezntH6ckHdVphvMCv8fMefI2vfPlOfcWHtsG/QUZBiHvHympmg8/Nz+qzP+iz6M3/mz9Af/aN/tFjvX/7Lf0n/6T/9J2YUbAHxf+655+jnfu7naLvd0p/+03+avuVbvoV+6qd+in9/8OABfdmXfRl96Zd+Kf3Yj/0Y/ff//t/5eWAWUO91WZKgaQ8wowPN1GwR7GV8qE5m/5si/qZPNlZd4+On+0MIEeKGkb0wSvrMoMC+HpkA2NgBi8vJS3RInmk7aUIcMcsQFhwysFUyKA/UmkGqqnAgHBNtwr3NVjABuD6bJyTXOaQfIPnVs466uqFuWzGSICdDAaZ/tN87cwX/g5OXWupfES0E/A/YpovwRDyrhvq1prM3V7R+AiYKiFwhVj5ER/ABzCguxrlNvyoTZ511pZ9Su6oV5XmbW+ayxCQqR7sSwzl6P8bJMI3DW29ae+F59cfkRLbP5rkp65x9Xc5SGgHSZGvKGZftshrfoG3LY/55PQfzD2z+F09B/d9Te6OjDsmrIKlvgOIjxBoMIYiPaG6GZ80vgGXRsgYBEm7UDnCobUzdO+upbjrqYCdfB0TK6NmPfRjCBUHQj14V00IPB8CLmrot3mvNexbaA+QlWdzvaXEeGAw9RzELaab9sxyRE42SvSdvQrUGaXiD87OOjl5u2KTBJra6JjqVFMVM/FGLnW2FYRFgrQE/wH2O6ktisPU7vEr0xiNSXjMD8JVf+ZX8b6p86EMfor/wF/4C/Zt/82/oq77qq7Lf3vOe99DP/MzP0C//8i/T537u5/K1H/3RH6V3vvOd9P3f//3MMPzkT/4kbTYb+vEf/3FaLBb06Z/+6fTud7+bfuAHfuD1ywAk01h+MI3smnwxfLHRVbGdqcPLbIB9dQZpf4/atAMmeE+7c7Fzxo70IRYZEgfU4gjNw4EHVTh+l0MnbFz1UHnu2Ls9O5xxvsI+CDXqTNSoOFxxmNZVjYSKIVEMVPo11RtB6OEIhZBDAHbPGL8PQiySk6gY0S7ARvh5VlIIF0SrIeIPDqEINoI5OH+mprO39LS7FZ6roh5EvTlIVJH4ybsLBLHg2e9pBZxXYm7cI4q5nIfVJiiVgyGYWesqYcxVOjlI4g6nFccZIzUy7AbFjKo2os/E6LkZ8bc3qiaUBsNFr3SYnqH/47FCpXzxVM1ZIzk09hbUY0T9ThD22HwE5zs8FwTeYdA54x7Q98J1gQcXZpuJ/KxjbIA25sAAcxvmixOKgekO7c4uOzp+OfoKSN4BNMTJutYwXwkQUALsslrEETCZYtyVGUZrWDK4aDtvmeSv95ekJz59HoiHNa2eJGqBBIgMmqgCBgARPw+hdYO5T5KLZZodh4HJzxG1hvifmPIi+NGjXj7qZpCu6+hP/sk/SX/lr/wVJty2vOtd72JJPhJ/FEj6dV3TL/3SL9Ef+SN/hOt84Rd+IRP/WL78y7+c/t7f+3t09+5deuwxuMXmZb1e879YoEX4hCr67NObIf4rSfT63hKh9M4526498NNZb2ys6edxqAwOjONXO47J3dyoUlpcbGJWJ+6I1fLn8C4OIUd84JwRJwjCwZTOBC8enBkNZwwoOFBx6M07qqHSxyEYMgJy31ZEizPgBORzAwagmbVJON3NO5b8gSkQsc/1mEcSefiefDLgfDgnOn8axJ9od6ujHs6Q7LgldlhmVljaU1LI6JAdxmbD/GyK4sQU2Ffs3Jf13xJ8rUXawy/Euu4t6UDXFCzO5bjxbBlxm72CKwhajGCM1MTRXdYjlES/zhibwMy57Vh6P8GRjp1dh2RJGWy3aQ8moPUdOLJ17LDHj4b0H/B7Ic0CVpfD78I6Ku5b3Ti6wgw02histeyEG+z6IJDwjMfe4rtCFlGYp4CZAYAdTkwVtAOSdbSXiIQSDbTak4yJHb+bnPinXTTUNa8gvqNYB32/+UFE6AALAM6TNWvwGgB9IUPqPWIn4Bk8JfV7jPx2NE2q9V5g/bgSmCvk7TiUjwEDACI9m83oL/7Fv+j+/vzzz9NTTz2Vd2I2o8cff5x/i3Xe/va3Z3Wefvrp9JvHAHzv934vfc/3fA99whaPwBvibJPXjIhG+PyaYG/185znTybtUBJVhGgFoT3atTQ/r/kgiocjPHQvniFaPwFVp7TJkQFQzZ+L097JC1B3Isa3mkw6ozMCsnaBI/YCQAgcpGaSRGW3mrHTFABUEB2wQSrie2pjw/bZV4yohn/wsG5ns8H2bwU6jxHLKgSUtSdqOn+TeC7HeQKjQccd9Uw5pGHGINDP0POtJCGhm8Nn+6qUvmhQAUXiOdVnvX4KTORkPLy6d0SYlZZqdLNdtwVvfjvIfV7jaW4MASgu8ymTiKMBiZqd7akgXYLBZZV9SHwVHU5TimtGxqzZUZSz6i2EQUX4HtYplw72a9jjhTnN0mNPjJV1hYhGwX0rEHFBBkRIH/oFrRcyYTKm/z0xvcU+RdkcfW0ug8aOmYWIIJjN5niOnD6NkBij4JAJM5G7MnVj1r7wW2bKCXuc+7qGwy5MeDL3jJUAs2PICZB6rIUYDU3t9V37SzGesmgz67V9EY9m+agyAL/6q79KP/zDP0z/5b/8F8G4v8bynd/5nfTt3/7tmQYAzoOfKIVDbuYxeU48DCbiUZOKcnxKixrZv614qI8q5pslIybWKc0ky+H+w/M+PA8OSEiBe/lMR/1pK17HQSIGdC/seusOYXf4J45HfEjpc0JJlYOUENSia5kzMBPdquGQfKQHZmx+YPHDNHDcME7A/Cx468dGGMinpqoKGf0CuEpKiqIlm4zSDe9BEzKoVM/fBL8ESUUM9SxCl9i8wG2IgxXgiyXCwJGGdeIjBxaZvbD18RwkUrYHI2yLE0kpBzH9Dl9DGRFcjeMfOpAcFifU5WnNeHC4iVDLb0LAhwoJ18AiZEawFo8bskyVYlQHdXVJ9HTaC9fBsMGnY/1YJT4iMd00zEw70eqcfrhiUxgzC03A2oc2LErkuIdxI2QgUGODgCOOHZoyVu2XOBZzHY5v7HeDsNXljp65/YA+9PAJ2s6HNNgwSyEF9wghTxFpBgkazUnuhGufHTU02c+GsYvahkk/lEJJbavnSnZUhN8OZqfoLxBDZ0dLQmu37HzG7/FsC5ghewWfR6h8VBmAX/zFX6QXX3yR3vrWt6ZrbdvSX/7Lf5kjAX77t3+bnnnmGa6jy26348gA/IaCvy+88EJWJ36PdWxZLpf87xOxgPhfPi3hOtFbHpvy6BVs3o5qpcJKGPRxc5hD/jUTelU/loGwDNJCVkxYmkVdEwIVNlVNfAhu7hD1Jx3VJzuazaFy76nratpezqkNnsjbsxCHr/0BuHO5dDwc5EIYWG15IcQXzESHtvEz2/aF8DIwylHNBzFnMYtJhDYN7QCzOm+p3zaMpJaSCMXUxfYQ9qR2XK+JLp+saPNkK4crhymFF4UD/6JJDlqSqyBPMZxPvj/XmqJFiFvYjSGVIhSS1bmcZph47SDc0LXF22Kk5nQt64uqqJz9sroaJXHqeQWNk2Z0JktBOB2NQf+uHSgL0v8ofW4ozMQ+KXj0jB0BW77KkMdSfA9HNDCxrZiaZsIoIBZfGqmI+AhCkh1Rj8E3hm30l8Sqdw69i882amtdeLkhFPUhHAwr6i4bun9+TO3ZPDBLwmSefFgiCUbMmx643vD2IYnpNz8rZso9ZhSHkL3TUc6FyC3EHjh7X/cldtnWj8PztEfOGh2VlGkS54ZEMFTeuB6x8lFlAGD7hz1fF9jucR2e/iif//mfT/fu3WNtwed8zufwtZ//+Z9n34HP+7zPS3X++l//6xwhMJ9L3AwiBj7t0z7NVf9/ohdI/lCN41DhQxCOQTgvThDTW9PxK4gXFwQv2NAR+8soc6uQT/6BeKTbPODDA8LfCaZgdE+87zUmpInPiQUx74Dp7IJUAjXl8XLLf1ebGe3qhvqKg3dFetVCmWZ0Mgk2lyRgr0N6XUhg7PhU1QRvAoCbsEQf4qLZ8Q/EkTME1rSD6hCbHdjq0ESwKlcOTvEoDurD9FijETCSDsOWvrmjo6cvaHX3mJmJCpIf1LHrhjMUMjMC/wfYGVUGMzt5fRHi13BqUKKcwMMckqaAwnAsNKBc5zUdvyT5ECZNF9XE5+y+ssq8GHXSGbhjpfUo2rq9taYPcdOvTF1c0kLoS3vW8kCwpD2Yr+DTsX4CjFYnxB/YEdDshIrdRUO7nezPxYOaFg872T7RdyFA7PaXjSSL2g2gUeLBDh8V4wyrNS/O3KMuQlE3Nxvavjine81N9i2YrbGGiUNTEaWSkmGNtDBRch7Px4gxtXNvowBGkvaAoTEwVMM9UYvF9QwT4K7BwnnmldFs7WHibd6N/iMKgP/kLK+ZAUC8/m/91m+l7+973/vYQx82fEj+TzzxRFYfBBxSO4g3yjve8Q76iq/4Cvrmb/5mDvEDkf+2b/s2+rqv+7oUMvj1X//1bM8HPsB3fMd30K//+q+zaeEHf/AH6fVYIjJXjwNlJum7sD+2d4gun2po8VBW5eVTFV0+JQkxEGPP4CKzno6frzlWGESLi3cQ8oMcJt8NZxrqWeaZTdizwYEtAoak7HdmbFwX4XFsYx+u11XHuc6jQ9RgA3XGoPsd4sV5y4YDCj4AOHCRLpSZCN69OIBx2IojFB+6wY6MeUKYEwPzCHpvUuNiXgXCV2VSu8o7BLMDp8ebLd04XdN2PaddA2+s4KdwsqMWZop1zdIimDaobzPVqTeBk0XCxkB0EEMOyZTXUfAwXz8mY4d5hHMijFS0SqgvP2LcLy/G35NWPdW/0hqUAHcyxsfOTdIuDZKepy4e9T82YcMMrTbHMJ6YSyD3rR+Hhg64EUhA0VGzbGkGMxPs7tuatpySGqYfiUbpz6NTnaDysWkPDABvoBidEjz0EXb3UBzPPDjwbDPGdxciSOaXHeP9bx9UtL6Y877E2oI/AvYE1vQUw1P0E4maLVgr5mEPs6OgaB6EqTZ5DnQ7yYtzQlsT6xXeVezH3qL4hzyXSEEY0v1Sysr0M6/Rg/z/ETEAv/Irv0Jf/MVfnL5Hu/s3fuM30j/5J//kSm0gzA9E/0u+5EvY+/9rv/Zr6Ud+5EfS77dv36af/dmfpW/91m9lLcGTTz5J3/3d3/26DQGEWro7gqdLx6pxhuTEwl0SbR4TBzYcGkCvw5YDKhY83ndI/lERnXO4GpgAqB4Fx9tVezmHdiY5OQdyRntngrjH2f5CEhFIsoszxA1LOk4dwqNx7vmv2onIaNYGJzzuByICOAlPEk5SR3gTF1ECpYeQ6hEKJHDEEv+H+GaRlAY1K/oIyXt5F+AoIpGjfZaaIY2tJBSKIVnBYCkpdXwkKFS88A8mhXv3T3hs0Go0r8wF7OUOuBthMIDxDq9lYTAUqHogcFrrOn4L+TWYPRgrPYClSEY3aAEq2vVARpTkS5witsAUXiXu3RP+LURFIp4s6Zv3lG4apP/0zGx4Sgkc107AS0ggRImfGHIfxLXAn7SQaxUBJVW41RSE75jf1ROCRc+Qu/Oeif/yZENzZtZ7Wvdz2iFBzawOe086gLWM98waKaDLoa9sKpDnMWN2gQgYIdYw9VFpPyYuJ2cCMP7lg5YjXAD3y+sUtnLliDhqp6BWj8y1nhMwP2dvFvCiuH4X90OfASj0/2/vTYMsOaqz4VNVd+ttemY0WpEQIJAAsy8GbAwYCNYADEQYYwKwwcZgbGxjYwJjVr82GCLghwOwf7DFi1fCgMOAsVnEInb0GQsQyEgILWgZaZae6e67VtUXzzmZWSezsm63eMWoZ7qO1HPvrTUzKyvPOc/ZpoH2rp+Dfc6mFoc27dVzCcypeBl5Pk1IlfY7cNp8TDhVn34dDvGxqYW27lK6zQLAYx7zmAre2QbB7h8S0AKb9KeJ7ne/+7FPwSlB8BDvwXu9lNhgrBlIYt9B0pCcxns7Yq9GCBHHv0rhmaIvsDX2MfzbhSORsXuHKnyMYrC/JrualpI3nPPnHzA2ULQV/ntTIBJIgiOmCo6bV3HB1kuftXDWklIuZILyptNxhwqjEXcgRBzX9cv1IhJ4iXttNIstFLN1hP/xgNI0RzslJE/8BLBA2iREklwFRX8wAPkEsdCi1XSsNmZS+FaaitZc/RApqwexg9LhjMbpQBY8PEvIbkAGJpkw/4NEK9dJzvfwWeg+aw0pHuInJo3JknkeSIA0kOgHzCdkdAMjwJwA86kPXAT5CdujGxJhIt4irz4ds9aCTTCG7tKhbBNojSz82TnRNFeDuSFyRnXwtlajoA+WKcC3QupFGOEKYwt/FRTjKXM2ZfE8gXe/8bp3TDExdSoOYZ84D3LSHvNeZLZk7xqSRJlZZGL3632sMy9XiMrslwybW3Tae45qQLWAzfktkK0QmStTGp4DSQYNlnk/zhPaOJ7R4MaUlq8v2HThad3BuAJpg3kMQo4VMhqTNrm2RDSQSD8co9Y+yqFwEUVV/EbK87bPrWX9ltp0yCeK8A6BYZgQoYQhdhEM4ECXTIQJ2zAd6ywopXYlLAYQNOJit7J5hbC/lzY4RAEMA0LsLTQhzmQGXwVAzcx4xcse0HtSwOYMm2N1Cc6KB+emsUnBO+rQCH3EpeF9P0LO/oQGhyTUx5LH/JUgUrWt7iWPceD45pxoMjRoxYoITdD4EQLIJgZoTrn9bRANriKIMC7JSSCxw0a4CARa7XlsxxAEpr50g6AxeFYYFwghKXw1Rin1jxAvmBlismOpeyMygddHBdeWBpFhJ7OBzekudumsm9OMyxILwlHF0AfCRAz6Ddvh7Y+vxp6CVRMUNDe346c1rggaELtVY5u0j4g2B/jaZiOFQomeYgghhfCGZ4kQPggAQK1mKft0WqSqNNskKY1JuqPQEM4YeSvi1PG85GZScKpkJ01m/k0CTkPTo7C2RlYi41S7nh5rJWhzlc4soY2zUxqfP6VkMaduXxJoTCcZJYw2FbSBioYrHdpztTgr2xDGKqW5vCNYA1zkTWC6qTntKVnVa2rMfykmoG+lfJrj3PXtQwzyZbTVAIVaAeBEECYbktYY6FShoTzrZ/CeNwltePIaxzSpKW683GFuBvy9DeG1FskWLATu3uYLe5kvSmgbQ6HIn29L/3ImMrRdcnLDCxoajX0RoRXDHgkzBie/QSpPvGyFdX5KaHCrgcRN1bGaZhhdyOxK5wsBYP7d42CykpefEQBEHmKh5Yx9lqkDSbGx21YDsBnWKgGjxki8dMU+AeKEAIRaABAoYJuHPRiOhUAVkNaUhSNP81KLjw3xi6RarSDs6vnw80YcOkwVWLXhU+HSClvfh+r4GiOcB4OHsKnDUtUimjQz4uq3eohwhjS272pMaftkF2tP3avaWLuUU8QNg7UMSPdpC4TMCsgc0QGHEYwvhF4Uv8L5vD1l347uEVT0E/idIX/2fbHmLUm+w/48LDibuT5HsGncFkNt7LCEqIs73uJU4UD5gyBCGPxjJPMeo47hTU0eC+qWND4rp7VORvTDVAkBPuLE0D9Ce63zZwSlCeF/2RQIvmGxKF2oyJcxq16Fz9l9ynsTm0qCIrQmAFArAJwAghaNWGDOGOdQKFNFjnF2SffJubCNZiLhKgLDM+SPAhaAesMFbd4CE2WwwSqOr5kpngNNv19Qgj+OZzbJdNBOJPtZkAQp8Amwccc2icfizWIfhblAUAuB5eGMh0UTYXdOA2ROrhhuuKCFsfMhlAllbQyfhDlvsR1nhFwqx8PqM2KjtPe2UH0opFhfBvgZQLuz8coWtYlloNP2aLU9WhjKI79YEeYQV0YDc8IGk8/AW9nC/jddvmkO2UXYtNmLXlT3qWllpkPMDPVlFdy9pf+B2x8808CFIoSfXTNMDvt54xD6QliHUSS1khTR8L0xJju8qsgy5TR/SWSFMd88XUr9sgmqJ45+EApZ2FwPykPrpio0zkfpVA2GpnEK3+Xg2CZm6zP/6l2TdNjG5DHNCFaNrCc1M/gSpigBEKfp6SUdn3Y4mgfomTVF1N4R9YMTeRnhqAnoqVAEv+CTd0TDw68JQsFxMcFe2tuq/ppaAeAEEi+IcASEQ5FxkMNEhmMaFhKevSZ8iBN9oIjNIKdi1hN7syn4UbN5WZ4eaF+O9HFaS9KbGWEwiW2ykmFmi8oXQACKriTcARydJZTZXNqmUJDA6hKrbrVy2OFhF2QPdVU61VswNMMMk7iYvnqJiJTHuVeUtIHZhelxbRtcAhovz7nc20No9Djpe+M4l3bYX2R9rVfZTwOTg4t0aCK9KPJCKgs4TCssmJld7BCm+hQdC6P5xWPF1TFNGnSDRqohaSckiOuKGpP5QooVZGJhkfoZbSnPeEmV6vMiRCbYAne8pIWDJrICES04Ho5+QHJYsJOQO8Tbg9FvngnHS6nAh3mO68P3g+tU9BJamlWJgqKwfbQtvkZdF4j97zXtteGdZydXfIdJzGrXaswTa5I0xcCglEDowWcHJgEWBBL2iZickdBx2C2vSWjxYJABUPVJz+kYk5bXPHzfAwauhyGCBMXvG4yHJ3VEAyGppVYAODFkZyds/wgFxEuFKmHQJocp9Q8hBllKfSJknl8UOJWnRJ1+TrOlGZVDs9q41VZdP9Bs5r0I+nh7DDNE8HtVehTHoPgINoC/zJB1L0s59lwc8fy+IcQPQgC8laE4cRMBt2ttKKbCeVqxQkBM5jtO28lQd1CBTDHUaBz1HPQgmgUs0Br0uZ63crhI2UVP30MPjP4WLkReshS9opnrmEJLlaZvCjDhO0IOOaukscHqVACRxdm/3zbIaVJbJwTy72EFtWq8vX4F3dXM0StGpK7R1DbvNwgaPP8On2NcMGZHzmnJzq3ggjBZsQ2fkRBjx59ILQuMMyeBWi0pX5Rqf1zgxxT8gbkGvjzwBeFEQcpe7jRl262tlNB5+5v63nANI9Oqm8s/8FtAkZ3JASCT0th8imqZQD0S6q5MOKEXiJ0ilxOalAkNNzMaHPYdEu2SwVd2vhNVBE3N49/LCqnaFbTTLVcxBq/OiQ6BEiiMS4/qf8v+LbUCwIkg1irEfpt1CspHULclZrx/k9gVEY40WxZuyY53yzllgxmn00XRG04osh0vYHu/Ru2uXumLYXKk20XuAVMmLQf0Ca9nhv9NfnvDgOwtvMQjWL7RJ8QQR+8fq+Cm3k7jmISQthlysS+Ihz8WXlQvgzd1NtH5Yv3rel0KF12nRYRhUMF43hb+6DRkvy1x4aEao4iiYzht0FYuWoI88pITAswpRzljMH52vMJ8MCGNKuFQFAUInreX2KXWMWWX1c+6gYlGcznwHA4PDNoSkUXnQuD6WYboBEVgX/0lIry4tlsh4JZcfErgc2Guj3GFIA6hYOMcZLsUB1l2GMTwwGveZOWD6WCWEQsBC4eqbJchKjK33kFTKt3g2No1GsataUrzs5wheqGk4dkJFQMTlQQCsmT+cnQIKEl/RmVvRpNBSrMVOMBiXlbj7UAwx7CD52AqY3oJeTQyphEAr6P+NWL7onNBn6t9CLYSvHYhtQLAiSC8UBkxQ+90csrLDjP/3pGUFm8SBgdHtelesbeXKP25OuWQunI9o2SYmbzg5r3Ri6CmcNEPFz4bc6/O50NMul2YIqZIZgIP805BM3gEQwAYZkQI54O2aesXeGiyum4A3bljKdI2t9iJ2QAphRGJgJTJ8H6HjRIhkexLcBTx9RJqZHP411OVyoWjOQ9qzD/CfEKKIQU6NXBD5lVZ6P34dcmIFh6v8gzYMbGM0zgsAn4Gk+eCLjyPJOkRM37kPRhBQKjUry3XuBBu9gZJYty1Bu9Om6f5NzIoNQmVEOa3Q8MBQXy5Xvndgh4x28wROJsiBMI5Yue2L/UIrC9z0jB/U/mRwwQ4VLaUyn+lIAi4HwsRNUF7awHTzult1XRomN9+RU8lb+lxY98MhM0WvAaNVisZNFuYMQow3ehSgnUAUTRLU8qQdTOrymnLPK/70bhu6nVGCwemj9WPCDJkHFqd2UIz+QaBMzo+sUyUt1HQP9WpFQBOAGFxQWnLvIdMXpKPHi/e0vXI6CULSv8IYDake5U0pKwtgvGvg/lLQhE40gmaECyqmhuFL8k2CdeGBjRF+VAsah3rhFZSMkKOe0m2g3A/9rZ3ZO379eREjvnPc7xhTUqYP9LdAmLlQjuorAfHyHEqYVpoT5aaKACTTSiAFP1tc8YgrobXdmtBJow796LtAobkmhAzuejmKUbpL/pl5WC5WUpluq4pcmSiMxAFwaVS16UMc/3ic/of1TYD58VAW6791ppb7drqmuGccD8j3NvYhe2UdszCpW/VlRAbuqzlibALoY8MC1xKIIlo1Ch7zREuSBKEMEFo//b5wFkQ6afBKIHCwNk3fBb6do3vZQNXCtPx6sPdNYOLBahWY04kRCMPS1q5Bnk+OpSfVbKC0uvOOOfHJO1SMSFObIQcF1Y0g0DKfdTvdQxu191RQm3V8DnvoVvTIhQ5PvoqbxcZ2OXUCgAngKC9Dw4mNB0i0F9eov5hhMZVRWa66yX1D0lSl3yPgdHNWoPFHmYCmAA0v/cWWtoO05eTYnXkxZNZmM2EMl7s7B+n8TU5zZGalCMA3Olhnk17zWqRmCd0czXBQcpJiDgV60AiEThtMqskgFzlWkiGNNpns/lVKrwPLQbdNe3yGERsDMNFLJJExDn82RAj2Vu/n2Y+Kv2s9UaurYM1ja/SIFErHX4V0Pw54ZA5lnPLHyvE63y7WqN3i4gaH8tdEDTJzle2n+uyso0PuKGolOcw5s+Q2LNyvqI6x3yQsKkmTwS8xIX8eefESxPzRyZJsDhDoBEAGCpPAymEx0WYPyN1EJD1/Goay6DHvr9KZGwinK6Ws0J3IQgNjQEmC7fmVFyR0bG0S+XZBaX9kot3ZUiDDHPlZpdNkKh1ka2nvI6lU5lztZcuFA615t+UFbCYo7nPI/3eBimea/sbhYyWWgHgBBCnDD0MBmti0bFI2AIexqEO9saFW2VBmow7lC9mlKbIXAfou6TBYaP1Wu1/7g2bJ36trrd5eSTTHmyhwuAQ4sRe0YgKAAIBjXMdpopQgFBqk2a4erH3GhC0FcoT+z+gpC+iDArOSpb2c3ZCLBeQyQ92xw7Nioy1MRRjySY2p3AECYjci4djOy99bHitEOMYiApdbJButHzkvkaQEG+LQgSs9ouxh3Ml/AFgi2YtFijIuhQBgjkkqlDae8fmQjAvth2VoPviqlRGmH/SDE/HNFZpjql8aIQsb4zVsY1pZpuaoCMftPbXwI+8pkHo6ppaHiYnh7sGYH98h6/MNGGEDIIp3g/nqxPT+GMabFgbgdsaIDLhdYIxcbvVeV7G1sAExmNg7rV4M5wWMzo27tPGnaCNVA3nSwGJOpbS4g1I6KXCHIOmec+Y557KC1F7VwOhW02nuRqDHkfVl0YhS98vbGxLrQBwosimzJXQIpMDAKG2Np6bUFikpOWflFQclJh/OAZiGzMAaP9cCGcbMdVNv2PnKQ2InaFQnjiHRi6FT5DxjvODHxOnIRQ0id4gZP7mJfPetcj9sWBwCNWgysUOzSPr5NTr5dy04QSxh2acOEFOJKQwJhiFPCIiH8Qgy1qGQB2KZvOIb1GC113SYzyB1mr9zQK7uD4Pc4UdNFEads30E5ERiBJRDNGvZBhZmaONsz+D84OxqxoV+HaEedZN6WtptxkjM/BWTGlUjJU/SK2dgXa7FfP3lWv/enw5zyHPomoR4ccwP3sf9vg3Nhiu9md2oHYHPOqRJdClu46MXZMA5guBamSUyaN2PXct+2D8Ayt43oS72hsFr6vVtuEEiQiGzVt7XBiJK2t2S0oL8b9ZvBE1CSSlcViQR89v++neFzMH3LsW7XRkezhW4RjGhiM2sWLrUMv8HbUCwIkkNakdE/EVcqlYh5zzQ9T5NuVDjYf8vJegdg/7fbuT3Sw8eMGBNrBT4oKYJAD5QeO0yXwa4eaA+ds+NVGjM52JOED4EaIROOQNDA9/Jg+9r8003CUYL98pTw6Q2ytG6nfHu0fM5tnYQeNMJ1nqIl73scx9djs0YMX1+L6wL3O2NZqv8cWYf1RzDMaI2zufsTpoVhWAsqeA8Y/3ST58EATG3lHRhoX5KOHGMt9kiyiRUCZoENTkenOkveCdkDTQQaciWjrePZharPMtIxMwf6H4FLR+FP7hUMGEOkgxvYaKnZHSzGFfawKBv9OZm0JDtcf44wJSbEo2+eC4+WPmGBxs8d5DwEauD65rAJEHkSjWrBECP2r+6EbY98VGk3hKQDB3jPxZzS193abvsbndhLiEY8LtaaUAUCsAnEgKXo4QivM0Use0LIJZaaVhrvUmzWJbc1xd230gi9+mIBJh5bJoGVd7qYD5O5ojsHAiJHi0I5kKtAt2PkxpRh3Kxx22P3IEgikqxFX/xoF2zxB9A5fgTZU25KMR8yQpX7tyV68JEc3QduMYNOXiiTFrk7UtepxCDDzNX4f6bece3s45FDAA/jDtG56R0vH7zijdP+Ft4+Nd6l7bpeVrYDqqyuCGMeGejToQYGpjGjziWjInexgL1jGhrpobPooWUcmNgM7pfY+mXPAG/il4IcQnRhJ4Wac4Fnhi2n9kPlboQ8PtnVAXMMlg3F1hIeWRr5Nm1eaFuomcr8beVNnD+ch9kFnnSzWPnNBkkAl+6zwGrJMA+c8k9twbzYS09dhowMi71TyhXAkft0U3OpWpFQBOINUYvE6UEnwPt3Hq4O3cIBqSZu8XYQzKUa8S6w0hEc0cm7DVAvn6RvHh93OejTZ4mbmSH4SNDZgCTBbEHE5HkotdcgvAxloVWJGyxNV1w3A7d895vgiaJA9MnKyao+y0NYYTIgON99JjEjnCPffth5DFkxo1aL/h7wYhzuUAUAu/F8+u7LrYxyVlLyho6bx1WhyMaW9/RONZh27eu0prgyVavSKVSnHm/jUhMtSE7X2dalhJyKFyH8ach/vlJN2R2tdmgQiRfiNJZY16GDDJWR8MjuwZExfC4gia47YWhbq+yREQ3sMJCUFmxpoza2gaanqWZUPuiYgPgAfPB86j3nurpxDSgEAwN2Mm/TfCjmo7E0J0C+NAuZDSDIIT8nlMJWW4jZKIVfPzwohDDT8Q+rad0rfp3Wm5P1MrANwB1FjKUsN5OnOWPi6kOYuXe3fcYhdqxvVzrGbsNDb+p+4hzsWJeglDhSCOWUf6VCwMOj4/8Gz212Z5O7ubhThAoszvMpKqoN69eeHNYgsnK+Te5xrlppSv01B0+4O+OY3BaUoRqHQbC0S4UPIhoQ1eCT+2796Cinz5bnXT5hS7uqm215W2SLEfNc5he3Q/tGAxz8nPzctQE1eHqN/4ROKm9fOIkjuN6bTlDTpz4TitdEc0KTrU78zo6iKl46NFWr0ykTDWsB2aMWLctC9HjduLmaPGuNU8kPZFpJyAkbjvcanBmygQXuC/M95jUnbDSx4CwLCq9schmp5g0jzMTRMv+nwb8zY0X7eWxEnfyTq0JttAnrKEHXQRojsbVMl8IPiwEyrGxQsJFp8VhKxunp7R8HTrRCl5K/qHJfcAz4OQwQcjYl8TOCKzGVS1qyaAa4EhBvi0mn8jtQLAiSK16PhlTc1mNXmrQyU/95YQf8M2710IFf9atjx185oTk1lcTb50LPoIF5zCSRAV0WyVPkQRHELuf3OBLULT5MXF4mk93ZEPQLzd2QkJoWZYaFFyGIvtesFx8VY48k0p4dsfJrdR2lQ0N7g9pTlfvtaYfCFOMeKg9oA7L7ijb3aeo7Fzt5rUf23394WB2jXCVT/GAJznuHnegYNfaIrAfg4bPb2g1T1D2tffpHMXj9BiNqFR3uVLHtm3QLfcpUvDtR4t/yR3JWVjja2S/4gGmaMaYiZzC6YfTo0cH4n5uSbcrqpvtWRRMWG79AteIQwW8xLEbQLzc4WmInNGv6/hu7uVgFDj0pHDwvDPQJlwCEqo+evDPY5bjRCqBY5XhfkjMRfyIHBOEEbkUAhJFhCpAWKua1774YGM1u+c0Pj0nFOdd4/ITaYrOEeqCsLHyTMJ6HXQ9sPOt8aHvrUzrkWt9PC0VFErAJwgcpqTzo7XYDKX4w0crhi5dQ5rLPjTBBHqhdxBaXMaGtN64Yu3kNBof2pK/6KkqEmHamBBxOmjbPDyjdZpKEQOmqA7KbEKeyvCDVGj3aZkZe1/prQs3a7Qf6G22Crnu0g8dNR+bIQSO0ZN67d3oZBRhs6E2gnQKzYU6GfKHBObFx487yBdHcY3hxoYkA1xY+dKpcXWsv1pB0A7d03J6qRTUq+TU4Z011TSQjqhxXRCnaSgjZUeHdu/QJvndqm3lrIneXTGWy0c/o5dlFpOabJsNMAZwk9FE2dH1DBDXGSw4u+VxbANs9tO8Sx1H56HtaRLwV08xCVyba2p3haO5I6v1NpyK/ONh2zUi1+Fr6Pdx3k5Tku53DUycnKJcIQGsnIgQgBXQUR58KFBdkztCkQvYX1gQQnHIZIAzrsooYyEX6u4CCor5uxr4PUv/G6uWRPUvHet8WG74+e+w7ucWgHgBJF9Hyv7W7Vdv4XePLbQtWXaVsvT2nvT5J8nEEQ2x7RUDU3DnoeUqKP9iNkH80dYIlbF6tB8ABspygWn1D+C6kKVthxzbKqnCxZ4H85+ddw5gPP0W9004MFYugUxkjJXQ8gO8VBHedpS7R4K2p8TSWDvXxc56u2ICUq+7dzUQrTrozY9NDZAbcZivCzCHId6zpCYCl7sVaSFO9Y4m9XSASOpFTTzjZQ2xz06PunTsd4CrXaGtJRO6MzeGh1f6NP/ZmfS5t6Chqdn1B3CkdO+AwFawrAzsZAJ+Hi2IKl2cV/k2J8iFv0mJEYqmxm2nRtAq8I5Emr2MQRCz8nYPZooiqgE942hDDUKcmqH9/CS2ytHwKaiOEEDHYIVOxrCF1If70/5Pef0x32kPzZZEE0CJCB2cNQdo2jQcUkQlhqhDMKbTYXMvgALBeVLKXWOSVQBjoKZb7qeUjatcnnUCv5sZ7xCgTY2XpFACvmy1QPdHdQKACeKHNNTYT7hnA00/mo1qiTZcK3b8oWJLUyR0/xkGpXdHNsh1QscmIg2YOL1kbEvQcUw2LaxKMBRioSp9NeqXN5lJDTO3ifGDh0MrbRmT3uL9TFcbKPkj5iOxIgOURgFYD3yA9mkOjmm2ap2bwVXBufVwvrCQ1z//cV9K4JddrQ/40UeaAujAJ2SNs9BvDe0M8DdxszS5BzJNxQnue6hlDbOGNBN2Qp105wOdNdpkE5pkMxoORtTtzPjzI6TvRlNDyXURxKs0BnQPGJAzlx1b48qumPkQTCXdIokUCrZToy5u+up8ZgzL9BHzHH8QRjCvVxCHytkx+6l55CeW9uaiwG5iRdZGEKht3aO/d1Q5MkJNVVIalhCy/YDQiHmBQofzZYKSUtuBH1OfYySwcgMmKWMDgDWHxyB464vl3DeEyTwWsppdvqUss2evGdwKOS6H1AUJOw4OhZNYxQT9uado4fRNnC7DoS7gFoB4ASTtsO5OasUY5QALl2su89pvFwpt2Hi62u4r2E2NKV4uENNJi9A/yy1L1XV0LCgg/l3BzMqTfVAxO1znLRSVJoc1/RYhH0SsECJOJ4DXgNsqxfqedqVESS0cKKHM8aU+EkEba0W0GDBbrr3dh3x3PEKozVhV6EJwGtvKBI21I0Hg4MmPjzNpBZOq+2zAxDmOpSNU04M43t5B+0z3efkUbeWND7cozXAvUlJZw6OUz+dshkAAsFyf0yHuwVr9Mit3ztuzA36eRpBEwmopntQctcgTFYGywVhAoQMUwKnozUJtbzx1wt9OPYRgpc6O7ktwu5t6l+w4x/yYYgg1IgGeBqonrz+GG2Lyp/yt5qG0LzZd8YIbTCrwXzCCchMZAmvKQo10oTz8Z7jOXHtg15BySCnrFtUNvqgKigLTiyYmQ0mxwJQAiA9KCSW93MxBaBYUteM+4L4EvVCAWC7iF5sn34lo+MeJi9oqRUATiRpBhWboFbLt04rJh1+43W2oqZ5Xm7/uoD0uUQvV+cjx/xRCS0FLIiFZ5pSOTUli0emaE3sBtakMa9tancMzk6aPKQDpMMhLFpLVsfV4s/Dm4dtbNLu7f1CJqmZRKilbYeMf4AgItWlwst7FHq/RyBRFJyCKQcFl3hTLqGYzGyn4rU92gcGiAJUdeZXq0RZSg2JhRtT2ljq0JFimb6bnU3rqz06b/EIjYsuLfcn1F+Y0LjToxxJHdOEMhMyp51gxeNcskIywoR5Bq0TbSxTNgcAsYAgQMdCIS2IqAj6HZvbYPhs6141wpCJPGEGyT4oKNVt0BBvECoJ3tP85+V+oK209wbm1cTMgvk+3mNt9lbArapJurTRxmPfjZA2wZg+z+DXA65go3BMGXM8Jwj5KAyEvBzWZ4R9c2yEJ/vsIEoApgPEUBIlE5jHMh5fVK/kQxFB1JXxp+PVO1LrajDPageE6Iz93TCOcTPn7qZWADhR5OymAnt7y1RSTzsqCKYPkOtfol3bF7nhnpG1ULfFvbi8LVw0DaxsIDtI8GASzCgyFEWRPOHTUYfKUUbJNKV0aOyBJmuYa9Ycr3tPHthKyt8K7tQogl0LgoWyJoA0aeThdVnbbLDDaMEk0ETr9wuu20QGDq6ZZrzdgZYb9CNk3tDUOMUzbOsmygIJX3BYsSAQEEw8Y5S/vVXSUEfbGvQJTGDpJyXNFrs0Oiulm9M9NJp1aFJ2aF9vSHt6I1pZHNE4XTJVHSMMzyBNzIjhcDbIqTOYOQGTwQjUpzdmiQphUpfSYYx6jFR7nTmhk9BoFdUnE8pR98LYtyuTh0S6wMYNTTbM2ll7lo3zaH4+/5oJYTvM3x5n9sMjf3hGwil8Z4vyUoM5c8KiGXIVoJ5Ixj4erKnrhF0BuuaiZDhteUIFGD5zdpQ9Nrk5IBAUMMXIHOEyyjg3RbZKQU84Ogi1FFgZKGh29oSK5YwSU90UwwzFgkMLzfleBABXCTW5B1z5720q76EAHwj9cyNGdhm1AsCJIqPNWwhO10z3QpIii5VXTlOjnj/tPG7SpMNF2Zqv2SSh/AJQlx6SfZmyBolQHy6GMk6osy6Jfbxc5mZRib6/203qoQ7xoG33cgdpavV+5Wioz6nGXi1AzHE041N1yXVq0y0q8EVNFfqZ60V/riCgHoQm51SpVs155gXjpMnV7biOvbQRSEC6ijrPCQtybA4YGO3MtlkLVja3u2GUVohEiObSdSmXkp32M1qjRbo+y6nck9C0yKhgl3szj1wf/PEC8+e48W5J2cKUBgtTNimMx12aYM6NpRB9pXEaIVUNr+/XER9fNIXL/FovdwgctuCPYZ5lXgqk3mtIwV3Oyb3gPTv1XGrzQQkqdkgCrdxJ0jEhwvikwG4PYQXMv9iDuFlJHU0QzGdVYS9IWQuHc07KUyPw+Fyid+DdX0xFe6cipQIIjBH4gcbg2nAW7R+WOiUeslAAbShpskKUQcg0+UKyvTOixRmVkwVKxrD3CNJgEyu5aWHmGkwLa/eQ9aV/RMwxLudATEgyQuQ8ocm+s0a2bqkVAE4gWWjRxvYb4sQnCK0JmZPdL0iknGsdCHWBEs3YIudXF4r/dlCgXqAsU+Tc55IaVCoYSmNKu4AwzIjFQFKicv0CeJKjZLAn1JRbwtZVlEAgfdj2KEYfjil/VW337mOFJs9DXuUCCM7zkgpbhylP6AoGMrbYeMxfNV5JLW53k1apxszygXi/Va2BOde0vhxgsFqCTE8b02DPmIbDngwVnDmHKSXsGaguEcD13Ee2LVf9RXnr4rqUjnW7VCx06OAwo/X1BS6hO9rsMULU5Yx5EWHMVAJkwYS1cdSCSKmE0xkLwYkPO+tn2hQW6rb5SBnbuleMWYvL/IoTJFAuG+fOxX7sHA4l1/I2oFQxoSxynAv/NIKLl+Ew6pciqBQ73i5I+7mQVr+gtJuz4JT3MspHHUbnJjx28J1IaaBi93X7uODUsVKqTnKbUirA+DmZDwoDEZv5gChwOfPDkp/D1XUwCALqIXRGKQucQAmKzZTyYYe6KxNOm8ACnMkoGSOct3lmSuOfG9MsT2l4pEN7fpDS0s2wVfmJoHRGyu0gBNX70koAoFYAuCPIKr0hAw+ZWUBOq+H4ZQOzmxju6OSPMYUI/3K7vLhoC5ch5znC88S2j4WRJXbAgLkwf1RBg9c0lwveNE5H9hJGe/EhWt0urRHWnXRqjmx2fCwkr19qPkEJD0aQ8dCCSCaxKI9W19ILjmYoWqiwcLQ7wJxfbW9mHGG9BW/svN/1h1zOg5k1E8yk6iL/tBo0Mi6mRJubPSpy0dBRhjlFiBYXfjIak27fnIgGaGgLtxSUd1OGpIthj4aHesI4JhAQJNTQaXKe1icwuzD5hPJRRiPYnI3GaetBAGWy3vlRIUojQrpsrXq3EE0A+Jlj1S0fNHZvfqIwQ6DQj63cGY7rlsKgek4WBQvRg0DwreeOCELjGjRbNtFxRk5zPTMVOnDQ7eY06RaUjzPKqUOTmfjodPDnEvEYFMUgXdDeYSLCDWcYd/hskKl7MET6YxHiIOyxX0HoHMsavSADk5WM1wpOoDTMqFxJ2NRU8L1FqQhNK5OVlNbuRTQ9e0rL+4aCk51GtJGtUGfU4et6Dz8cE3s9u12FKds2ehU5dzm1AsCJpHDS2kQX5oVnxScKExpGpzczszQMJpSkrTZrmdq8ya7i85u867vDghZvEfgW2f8kO5vUQGfGf1wYf81j2pMuzCJjOug0t5A5BszLT7AT9M8bCwsDhtpWXfjQaIP2qwiaW5kuPPOCFjTCdVllJlRap4nYdwKD32VsV4w1VlHROi85KEAO1ErP3JBBMD1k1oNd1pS1BQqVrwBNAhwrkh9r/3lG3eNpZf8PmKuXuyHcb7TIxVsERoZmCkKKaBYS14ta+J4dW80Q+IhJRiXs1YCf2aNcmBZy71fXMM8xJlcGyI6mHBptJ3gQ+IOAi/EwQpIkoYoP6XwhrEEYC9EBc16UtwdROXGkKfEQET7GtD/PU+p0Cur3pzRNS5rkKRXjlGZLUtjIPt9wTqbjggaHMUdSShH2C8/9VOoecGjkWDJydsZBQibXJmkXkjYtHkxo46yUBSqapjSbZmKeQPjoujEfKA9XmCk2zklpfN6EsuUph4/uHwxppTeiq4qE1g+tUvdymBr1u1y9m/7YbPG8WmJqBYATTHZxdyVtdRpXjwk4LlQxzTLILc8bYzcJQvq0BhQ53OrItYQv9nIzgfZRLxye2lg8sUBmE2wzjF9rW6odYRs1r2PmqtulXmSbCdFpS7qmea0D3okRCNzWfK+YpWOaqq11pKFi5n7WwECYaGqWdfgMU/A6phDX+sKxq+yjGgq2E6UBZo61JzXC28y029qKzUVh502GKS0cxCJbxLVS1dkacmEOhwloaaQPNmNnwlvDLIO2K8ir310HdJxSvlgwZA2mDEETGee668gvUYhTng6NsD4cpg1VjYVQataTzwgbquYEmxmYoQrM3dFCrZqH9tPOCQ/lsUPhJb8KO6zQKzWHvPNNe+fmdijFnALYfrqUUtFNadbNKMdzRbQEtO/MDHomJg74f0g6Y4VA2KExPjGozQEhKz9uan0Y734W0OAnoHPzx5plUIDBoZzHd+PslHKYAg71KNtIaPFmIAgFdTaq0slcV6JHnFYaKFS3k9PZS8fobsuHaFh06fDKIt1wlwGNfzKgBVZGNMIYee/DyBxvX0OlzF1IrQBwAknD2dXiGSshWmcWdnHzNGVPowhhrjC5j2/Drb1AwXVC5ybOhw7bHlA5rYk3oAZ1zT7CxBVjY6bsFvG6Fh/tp97fhCSY/bGqgK4telxCRmzGzYU+RwoaxdYSLWB4/gdzBBib694NjxKOvNP0nNjCGdESx4Rbb20IkkagtPZ11rSLhLq3IAcAit9IYR7L2NynGsAY83fprf0cs14HmhApaPdw+GIbPTRQC8NzylkIoQZ21vH/+t74J/TWj9xL4uP9ecrhkOZ42K059fC6QRt0DQL7XgTPXboYImla0JwjBISoUXhcgBhUjTaw/bGC7eYwbSBBT5F3adbPaNaFP0AhTruICIA5xZvvprphWb85UAUbzVMJV83zLEyrzd79BUxC4nQ4XpP7s5lwXeaXR5xtNKHywJQWlseUUkl3WTpMB3rrdOmR82httEALB0Y0PqNPC7eaNyK2hgVLRcvo51MrAJxAstK+lbT9HXV/ABsxYA/xV/6Ayq2/OwUoxiT1QWqBqLZbTc5vd02YiF1bwZyeVuxFIKhKb7HsaroDany86nF2oCL9chX7wnEJF4yQX2lNMgI5N60vMVNB7Xi1uPsM06+d7h2vzR3aTqyh5MhCjcUcTG28T7ReQLrZekoz44WdTFL251i+XgrfuKbY4lWKSdR8GoLfSYO/Swhrh4JANhVvbxhuEVli7wkmzAwZ2j/MAvp+ESc/j4JjeSw43bSMJfIKVAKSaQdi54+Lg5ucF02c65mHfCFMD0z4MiZqHvlXbRIk513RjdshIDYppTM4BZaUL6BeRyoRH2asIfSgn1y101y5qksSqdAXznPTX8+/wuz0fCXsCVw9EIJbTr21cO6rQ813CADdxSmt9Ec0zTM60DtOezsbdM7CGm3Oelxr4trTF6nodimzwmzQDq/tkQGtkKFWMgC1AsAJIg9eVxO1ghebmX91kS1Wh5q2GmtIdW5jVr0wwUl8+XOQeviyhSl2o0q7tT1qR7pQKOKLBF75sTGJ3qDeX8eNGlZTd6kQcQgurAvwbJfCQiy8aIaaNV++EvU0WuTaEmOgFpLewg8AzBU24M0zkc9BNP9sAwl2JFZ88UZi7R+LuR6D0EEx1Pxr80gJCtBKYTaSuHDZxRUex6Jdi92/EojBdBcOFgz3W0bD1SBtEaCY4EzN88aZktRBuB5i1RESOV0WL3eaGT+DDfFu79tSt41jagS7IN+FExaioJWGKnwBsYmcoOzdVY29Ma90RlJSGwLABBEOE9jvpaw2xp3HESjKIYTpiu299j7peRY0SwuWnnAazA2/7erSEZRBX5znSoeo35vRPfcfpAkEgO463aV3Ky3umdDp/XW6frSPrl84kx1XMX0bmX0MGWgpSq0AcCJIwaj8zpkFqXGORnboBcQJB1vxoFAz0xpcTFqOCCie1hkROMJrVE6NcQFCaxr+wu3DelpSDxdUDwgJF63oCy8rjPb+9aILgvbUQgb1NR3DDkoRh5p+wOz1ca6rpr66DT2Mx5Lr+zZnM5SH14CGJJWmuHRjIbH6S4ICJMjcOCNaOEi0iKx3iBebRyHDiEQwWFgZTl2bZ6Q03idV4ex2QPvsVQ6Hsg1o22JztkIA2pkeUyiZhuB1n+bNf1faOLKrMMlq2Cae0HS15Lj23tGS+mtok0EIjPYfH9MKsbLasXyouhHqvW8cQ5rPxMJKj3x7y4DNhe2pEAISDs0TIQDOfpzEy/h9wFcAtneMr0PQQgEjUiHTjid/NOXziI1RbHuIyAS1j8azjI5P+7SQTema0Wk0zLt0r4Ub6ZbpCt24vkqTzS4t2Xj/cDgbhIw2AVAztQLAiSDLgE0Ei/V6rmkx6sWx7MQlDtIXarK9N9x3y32qDTVtTtnXvQJGHmMKLh042WjLtl5TnVaheb9m/rp9IWGbtVHbdsWEIs049VfcQ3sxB0n+6ln2Im1w+5VzmB4Dx9j9keBvxnRhj6uZO3R0hj3CPX7/WO2cWIsZDwga9t4rc67uiLSvuCa2uYxuTYJISFrz57+6ADJeQYY6STbEWSTNOKfIKzEQQQCCSG+AGvFoA9CHuFBRDeyc+aAOcWMYQygSU8PglpyZJRAKFkaG1uY/5/3i7dYuEkliFZgLfLEwIlwH7Xfd0/1R4+qZlsyLqIcDiEpvZspqcwZP48U/NQKCjmpwESpqjbIvotcYuZ+WtVXngv5vUzOP7OekRtMu3TJcodMH61T2E5qVGbfp4HiFfnzTAaJjSNpQOQ9G7x/cMuwvHBvhMJk2XGI30W0egy9+8Yv0tKc9jc455xxOVfuxj32sdsz3v/99evrTn06rq6u0tLRED33oQ+naa691+0ejEb385S+n0047jZaXl+nZz3423Xzzzd41cPxTn/pUWlxcpDPOOINe9apX0Wy2jZicHUreQlnGtvsvhk104hajYJ/97j7VMS6eWgkboVOb22ZCEb0yxeHLpRCEaEa94DhPiglXNOM9bZNxeCGM/LtB4w4jGxr21/5cHLC1X8p9LYxpmVLpBArbtvlM3zNzuOPV+d4AVZ9uv8c44jdyHtrJnMao7GbedUMupJ4bM4ljBWv8yHUPpyz2iNfMK3Y7FbLhMdXQIa6QtMPIBcAlZQcFFYsFlSs5FSszypcKLikNwQCFf1B9Dn+WWXlzOfTbsAwkmKNbj2YoXIs9HFEFSzfl4pWOpDbIPqxBEGurD58X+/Fo2KNqr/sMc1DUGlqf0Lqv3vNwzzUicNh5ay9QGp+PzYL7h76x4x2HC8a1+9BhOGxzbUzrUk6kf9WzanQ6tt1CwAfqEKAiZJ7RUmdMFywcpNN7x+kn0310+eFzaHTLIvtneLkD1NoUI/fmGWEf6NfwQEaTvQhlip+zm+g2CwAbGxt0//vfn971rndF91911VX0yEc+ku55z3vS5z//ebrsssvoda97HQ0GA3fMH/3RH9G///u/04c//GH6whe+QDfccAM961nPcvvzPGfmP5lM6Ctf+Qp98IMfpA984AP0+te/nk5ackwz1I4VA6odHPmlj40u0sH3rZCCxjhqs1iYTxYS8BKxHTZY+PCnnIC0kBBPuhGudkoLV4sE24yRShQ5wRGOZM/GrMWip2ZvzTkR+5F3Xjv9OLRBabpm8awElKAdTeMa2xZhFnFtusGuHFmEa7cIHTNDp6ZY+Ju9rp43SZBz3cKqkRApLwwxnKv8rAKhidP6SklZMH5aKChZnlIymFGC8rJLMyqWcxYEUPgH9QeQmQ/pbN1Fm+DaBq2zQYTyBebae2YFYJVMK3LtKnpFMWGPOfsavAs7TZreATU/ws2qrVb40Ql7QoSq1h/d9EjSq1popxuEiH/Ndsj2PZxjrhH6PoEQoI83zwHNXR/1OX10N8npWL5A39k4l667ZT+lGyl1RiLc6Gs0gF1qHAzzH6RskkK5adRPaOmnMAE8+clP5r8meu1rX0tPecpT6G1ve5vbdsEFF7jva2tr9N73vpf+4R/+gR772Mfytve///10r3vdi772ta/Rwx/+cPqv//ovuvzyy+kzn/kMnXnmmfSABzyA/uIv/oJe/epX0xvf+Ebq9Yzr7klEopFXGr1kPDPZz3CA3Q8KEQJDtSQs7hhly7Ne8U3MyzJQe21evIMVLLb4Wp7tEEhtmrDHRBLYxGyKbP+WA0PnsdQIEqgYp+Fs6yhmNRXYbnmXqSpX9c0wKZPrHt7Cot0Lo5PCIlZjNidZrdP2zRYoMWOFPymp6j8LWZwjphFtcfByuysTQJMQED5bO9YhY1fad+N17AIbE1ia1r9G5u8zJ3cLs91LOuUywolmibjuTi+n2STjBEQQAljJRq55zD9OUlSV4+VkPLYipkr65LoZaYdFmeb6b+hu6mvExjKAQkI/D/1Ma/C9a6YcWX+bTDsjNS2s5l9zGG0I93QOlPYmLsWvGiuV/S6MZ3BzNoYc0TZs6TFko95ddRG/XXY/+tA7BgU3hECvAAA0YklEQVSzQ5OljDamPTo43cMFpW4a7qHRUNJYpvBbySPXi8xPvR/v9Giv+KNIWfPw5diddLuaQYqioE984hN04YUX0hOf+ESG7h/2sId5ZoJLL72UptMpPf7xj3fbgBbc+c53pq9+9av8G5/3ve99mflbwvWOHTtG3/ve96L3Ho/HvF//7SRiiAu1szk8B5WwZMHjP1MEhYuPsLZrmHSgsVhYX3IHIBWv/LHwgO8WzjfbRcCo/3HRD72PM6CZ77o4UagdsaZvhZXAfGG2V+dZ7Us5LNrj3HWVZ7f+bvbbdkLij+ZKMM5hXhIiKyRxuJNl4qrqmEmf7KB/RgnsWAvS4OB9U8jEg0itWcHC/cpkYX9HfRhYCNFQbdKsnVvUJRZC6MYyFKoatGa14FpEx213KE3EFGWfQ1PWP7XdEyjt2o6K0esIqZN0vgXHG0ohqWLcIVrvUDrCSyFji5z89hqV2Sbou+5PRJOXZ+BJqTWhTbfTkUY4GgdQa931MD43zIEZyOWdD7RkHqPY4zLPX7eNH0Us3FV/UXPY3Td2XnCamwa1gVa/lUBfi8QIhsi7aKiEhAJocBxCL7OjGQuKR8aL9MONM+nHm6fRraMlyo20JBkMq4nmmh1KX8F9wPBR+XG2WFK+iGqF8WHZbXS7OgEePHiQ1tfX6a1vfSv9n//zf+iv//qv6VOf+hTD+xdffDE9+tGPpptuuok1+L1793rngtljHwifmvnb/XZfjN7ylrfQm970JtqJhAVtvEqU331M+08/RoN0RmlZ0nTa4Rzs8GnBAsnfZynX3S6mSN6B35LEgyc4Enpw0habvEXClySLmcpmZpm0+hMGa78H9n8IAK6xluErL+yaDXDrzHNRaFJrCwpqdlqJ0p6jccX2fYaGNCsC9EGuF2o4sjnwpTAnFkookIuLDdgSowx2jGwVPGNekFoE8dBFr3COamWl8VWdCYsbOVTGnRQZa0YsfMfG2PMItfJQ66pReIwarzDfg04q5eaMuiYXlllPKD+a0CTr0GwATzTzHCYS588oEP4wly0E3OSFbtvT1GydH0Hv0D9j589BUsJwVs2YY3zSHB1RQSODbZ9xkP9BJNT6sebgertjd/SEALVXIxV2s0FONJJR61QwRz3aan94rSZCvodxSb1bU9rY06cb8n20Oe2xvpAXKaUpkkQhOZNxFHV9DUIxI9cFzYyiBZMT+6O0AsDtLwAAAQA94xnPYDs/CPA97Ph/+7d/ywLAz4pe85rX0Ctf+Ur3GwjAeeedRzuCOB6aaO+djtGj7noFnds/TMvpiOGtWZlSP50571tkwJpRSnkpfxt5nz1hF9MxFSUKdHAELNvIRkWXxnmXv+P8ad6hCQf+iiCA7UioMZ515SUqSxY0xqjVPu3QbNKhfJbRFJ+ouT6Rql3FZiYV4VAAyFYC5Gp/RliwKkPo0KheTE8iDzPc8XcV+hDsdGtSsGjr8Mlq5TGfrKr6Y+4+GlYHmBvcfqOd6hVN51ivwp+C6o2agfjsvT4N5i2AnnAU21Fpau6QpFm7FZRD1R9QyWpC3wkPZfIEFRUyahtgx4pNI1VpZIeMmP1AbRB2VnTA6FOaLVfcxxaWYvQF5pUJ5lZVF95vTH2cHGMzwpIwamUfcsw8MAEoYcYbXSuQbkGNR4RZN2uOeur+8zJIhr41SvP2tPSt2hmY3riioi1rHRGKOBC1wVQX/T2PyTcIkjUmHXmumDMr1xWUjTManjWgNSrpwnNv5rXtyh+u0PJPJG+Evb7H/LcQaB2iiuWzV3AhrJZuZwHgwIED1Ol06N73vre3Hfb9Sy65hL+fddZZ7Nx39OhRDwVAFAD22WO+8Y1veNewUQL2mJD6/T7/7VTCRM2opKVsTAvphBazCS3TmAUAlO7sJ1NaSCbUS3LWGgF54XPEWUqIVtMhCwegTlLweRPKWDgYlx0+H9cH9ZIZH5ObYyBodCmnpXRCHSpoRhlNUeqzTPhcvodZG4ZFj45MF+ngZIWFhyIXOO6b11xAa5fuYzudXajFic72EBUDBXZnJAIAhXG05dztLjJBxforJuVKy+p3mQWZyMJoQuLEd6H6XQ22hgtiD8MIJfo49sWwOeXlJNsPDwExBZiiZBmhtltXLQxszE6cqPrFf3PQFWeDbWqAuVSIrOh9gdEvrD/hJSaCLGnvqREZVKCDU6by7ubfwX2g0SGuHuM4W8fDruoR2MWYsxIi894xW1PCMC0nTNg+Sx4Bz0ZvoHhP+w/zVuhMhooR1CHq+rjXozXqWrVLijM3eZTa7pioaXvklFp5Z70v8kw9mUlHIdhxsnPBBwIq2dn2P37DrbeFCFNNOK7uG72Ler8QrbBnWFDveEabowW6YXoaleOMFi/POHJF+xk5eaMJAbD35agIi5JK2uuWfgYCAKB9hPxdccUV3vb//d//pfPPP5+/P/jBD6Zut0uf/exnOfwPhOMR9veIRzyCf+PzL//yL9mkAD8C0Kc//Wnas2dPTbg4GYjXGix0WUGZwUrB4NMEzlAJZVTwH5g2PF8xPYECWAIDx3Hm1WbGbc8DYwHDt8IBhIu+uUaZ5NQtc1pMwPhL6kIooIRWE+TaxnUTOlb2aInGNEhmtGjOGw9SGpUdFka6VNDRYkC3TJfpu9/Z52v6sJEzMxBtMO0ggkNMEOgvvLqR3QtZ3FyOdrx/PaLs3BGddsYa9bIZIxGTsUEkgERMMyonCZWTlMoxgoOBRCREpk47F2xhT2BVslX7K4Csc6V2VtRoBezxSuN128MF0n2K82BMc/EI963lFDALsGVQ6prRhT6iQbq2elqvOZx/q3sphdgze8yp+OhuZZunskE6u69pB/upQPYrlKnEFtTB727C8wL+G8g6h3Kw+XHUp5f54ML9bKa/kSkjPTUhjQj1Zo3QjDvmk835YFIXs/CkmH8Y66/rOuhtOj+D13fNdGPCpN7sQKd6Ip1tmwA0ozfzQjTZiDBjnmvwxf30klJF5IwwN4EuKKbzCiRbafW1DkT2NQjcKlWFf239ClhZCompbs2pv5bQ9EfLUodkA8WhwhfUvu+VY6++jovk4eRTJedCgJKSj1JKpq0Q8FMJALDxX3nlle731VdfTd/+9rdp//797MiHeP3nPOc59KhHPYp++Zd/mX0AEPKHkEAQcgO8+MUvZrge54Cp//7v/z4zfUQAgJ7whCcwo3/+85/P0QSw+//5n/855w7YyVp+IxltJ8ty6iTyB0YPpo0/fIf2Dkgftq4FaPOGk1WMXxCEqejULARAgADrLyhlZo1tYPRyhDB8/DcsM94Pcot6BWi74IFBgvbIXSGCQCCx12Jmaxiv9Rko4VA4q+BgDUOzE9imONu4MsBmdUIZ2gc+5Er61Tt9k1azIRVlSsOyS+Oiw6iFFKlJuQrYsdmANmZ9Wp/1aTLr0HDao9G0S5uTPs1gvphlXGZ0Nuvw78m4S+Nhl2ugsw/FREwb+CQwFAgQiPXGAsD9MbnwDdpgvaotIuGcLoOsa41wqN4eIroaErUbrSCgz7VajVp87fGCWlgOb4QBh1z4C7a/LvtMwtWpnzNnbdSK1x7D6GVOVE5mPKYwMQEJKErq2GI7oBzavUR+QFjApy5Cw+ONanPWz4IjAZTAotEi5yiqmL8XxVGFh5ahQGMq28kPhRpZHqhz3M8TBmzyJmtiCbzjff+XOsOuzZ0a8w+yEIYCTkSVdufry3sREdW5Lm+VFnp0Yqw5NNdHo6FtdrunqavjvG6puQ6m3T9m9nq5GSphlAVCRkvDdvrSEBI8SeXShMrNlM1QLf0UAsC3vvUtZuyWrN39hS98IcfqP/OZz2R7P5zyXvGKV9BFF11E//qv/8q5ASy9853vpDRNGQGA9z48/N/97ne7/VmW0cc//nF62ctexoIBkgnh+m9+85vpZCU7IbMEjHnGTB/MDowe8D2YINgtoP0iSXiBxSl945WG38KQSz5PlC7hVLOypEEyJYgUVrDAXl4HE1QGBbpQ8jvUhcchxhghclRSn3JGBXrcDqAKCc1YbBDmj2NgokD4FofSYQHAAq4WVvkiNnXxuLc53IVZIAuc5yGeE+3rbdLZnWO0kopIMzSr9oLpI9oHPx3wYebF6iWHx8QYY2DWhQ5QEUpoApNHmdFa3mfTBgQILA6jvEeHZwM6PuuLz4Txi4CT0Wjao7FxxpxMOrSJGORxl9GI2ThjQYIFiKkVIpJKkDBChBUg+JMjKpR2YxwwmeFanwPnnGkjJTTubpltRHPU2phWdxTE6oQKpfkJ3w6O04t9yAitZhUgGYljABZeqdvtee6xMODPDz5X1a6v5bKwizrmvjnGRZ+YYzhToUZR7CUsc1DjF7571l9BjleMWqfk1upzqKl6FzQMMygCpJmw38CIQ6ZldvZaHpNXD9hGrFhER7dJtzM0e+mwQT1fHPOM5XtQykEDqFFLcV3jvPXu2+M85h+0y2nsMUClgbQg7mn8QZvZz2Rq6j8g/h+K0kbzdXcT3WYB4DGPeUxjjm1LL3rRi/iviZAUCImEmpIJgWAy+OQnP0mnCmGRApPvUM7aOOB7TNA+zahHOZUGngeTBxPDMZKmU6B+MGFsAUoAZoxtYNosGBDSWpZUGPs0/sUTAkPMDBLAjJwz0YkgAAQdhHtPUUXMCBzwQAABDSBjJuBrpGhjILmHObnV4geo14Ut6hTIZhGEUQPt4tScBomwAo4IHmhDSlPeLwIBLpUbhy/0Hd4RaELGApMdLaJZd5OPg7+QdfaFFQJIiF0zcR7GE2MNfwhrNoE/BLbhWU2MEAHHSow7KpIBmciLjNZnPc5Zjnjl8axHMwgQsw6Np10aT7ossOBG0xmEC1l0IHhY58vhoQXqXNvxtFGgROxwydnoTJy4YW5c0MWgEmxDd4NuMu8hrHSgkAy1EFqhxCEdKjzTO14hHmbW1hdk8/At9OrNcVuISoVGum3qGL09TMDjDF3KwZQFSoxJ7ZaVIOor7JVGbrVcnUciZgapRUpsgY64TzteMR+A4BoeIqMjRUyuCT9KRdotvhaqvkAYIhmRE+VmAXqg2uOeT5hTxDJM2x27TwkhrmvKWbfqVH2caohB2FY1Dhb8cMxcXTd0Vg2F3lrUUfCMcD6yIsJcOdmTUjreGu3YDdTWAjhRpF5uMBbY7aG1w4mPmTw79nVoWmb8fcTMG6xPmCU0dbDHNJ0YRi1ME7b7XgpmWNLxMjNIQUlTSLlGyxdzgGhnWG9dnRO1hgkzTVgA4IR/hkniOuA7Ha6XWte+7ELmQaFhiU6lUdo/mC/EBGLdA0qaGd8GMHdm5FTSxMCYUjKnSjUAAQaIRc/cE+2emoWyA4GA0QxcU/oLwnUtgtA14zQucxYMBixQFLRCU95uXw72HTLj0U0SWklkBT5iIl4En5E2DBGNwWMuf7gKniP2L/Azyeh40aFD+QL9w1UPp8vXLuTMZhg3zgHRlQI9MLNgkYatnBEUIxHBmZLt6+Y451BXEi383Bo95O4/4jkDhAjb4PiJqBFEfcwgfMw6HCnCppM84wiQAnH5eUr5JKMp/DBgOuFwVAk5xScB6TCfyVRMKWyfh0ZvhBLnZMWe5qETRPUOaGTATScLx2OD0+ZtAHxZMUPDJL1qhUGqYGEI1RytEuB407H+bobkgTIRJEYhMO7nnEgCDxHRpga7P5LnQpA0pXHbz9C3I3rDOdvNS+dlSAzaqREZfW7pZUIMIjG0MmDGw8uC2NAmD32x54aoVPPQeihO7T62H+w7IsWQOmO/5PVuplYAOIHEznsI5StTZgZwBAQbBMMXS74wfBEKsOZDMBC7f9c6CRpmyVqq5+ctC5GYEcQujLXDas6W/zK/cC+8aMllKSYCTiNQIgwxYcYPOB5Mc2rube/BpFPHGt3b02I0bKhixEVDFEShl0CTr8R+e0rfMNFhCQYtfg252dYx2vzUjBb+ILhIj0XAwTFdhFJy/4CsSHOdIGSYimXwGFv0FQKF9AROmhgHaQuO3mQThPw3SDqMXkDgwDWAzuATphGLnqBfEDwWTXuWUghnMPuM6ZZik1Z7Qxk+q52zhmoyFZq1iaMn7OLnjhOnOZhXrAAAgeCMA0foWed9i/akI0aIFpKc+4T5MDLzDmMG4QDjjrm3CedSIDzMUBLaLDq0WXT5GCAgGG+ONik6NM47XJntyGSBkZCNSZ8mECamGY2nPTo+GnAhF/hdTKeIHkllPPB/kXBuC/hpFHDyNHH/HP8PBz+V74IdPtFPCBvW1GL77tAMOc+ZCWQq+06gIQVZKjVDrSU6Cn979qvwuuYQ01eP1PUqP4E6wtCUxCYqFGzppxBpW3jdIKslNQAYjeTVuqgiNzyNP1QWtkBVahkndd/CbRqFrLWt+fpsxcxR7bGgzkY4CLuTWgHgBNO0hMVaQHrRgYV1geX3kikv3ptFT6pgmZcI+8fUYds82D4WdYkCkAkMZi3XkgVbTATQhIUh4q0A0xvzOdCE5Tyr2eIXmBWux2gA4oaDdw5MAQsvM0htu2MN3S4EfhEd7ekdwnec58AIJmBAFg0AsQZtvKvF8TehnnVuNIIA7gsGPzOTeJBk7AswhKHZrFHwjcA1wYz5PszQZbwhRBgl1o2FoMXGMdJcF79wz74RLib8DGDCIQILZ8TBjpv5lCGAAAV/CmkDK13GfIF2WtEN/4J3IN+CXUgtXC/jK2PHJhVT5IWZpoLPAUpYZ1IgKzAfIaJj0TxH9pUAyuAELAgAgoTo+TB128TksmQWestvBCEC0lHSuhFA+2xeSumYceAE6jQqUnZOtddlH40yo6N5hzYKmFUkPrRvjD/4vZF36ehsgZ09M8zVvEPHpwM6Nl5gfw00AuYU+GuMJz0aj0TYKGziLAge612im7syT01+Aa7upwQtRhJslIFyatVz1goSnL0TJUzMy6BNWg625mdW5UOwfiAOO7DnamZTbMHcqtMrqhD9OHkIg0oc5MpO+4yzKbWwvq9o5spBMUI1ecOGIW4lpMT6Hi46obAUEwLCazSQNVdI1EbgA7OLqRUAfsZ08LpbadQtKduYEh3NaXKIaNRNKetklCxjQUUioA4nA+I8NNBsWROVGc1e/gznY6GtdHC2MYPBlwnH+sNMIAuycA6YCKAjgynhO1AE2LrxZpo1UUwKhgFUHgdVaD8c7YBAyLsCWNpAf8poVzkTWaeoqu86jt4mrxOBQMIg7bubGXgdDBKIhDU/gFlDy7YMVEzfwqDQ76HpI44DcwLz6RtBCNeSsPEq3loYr1wLzFHQAlMl0LTZOpT3ElxRTAvWL4LHFcKLQkJsWy3KYtuKe3UTRDTAyZJoowBzFmQBz8JmJ2TLimXkJsmJDt/jfWBmiLaw8pVlUApO7qRg/DN+/kBtMBYwhYBgRhEBCPkmpN12nPHss8DzX0xHgkB1E/hI5DQqEXGCfQktwAm0yFmAwvnwa+lmUxrwcwBCI2OP54J79JOMFpMubZRTOprPjK8LkBQgW5ibYuqBIyj8VoBegNaKLq0VA+7zojF9AaGAgLxR9PmdAL+BsAzfjUuPnk//+eUHU7LWYcfTdJxQZzNxvhU2xTYQE+svkQ0lDwGjKdjetWmkiZJzR3ThPa+j5WzMKIZNrMWmE5jGCqAZqWwzWTxhRhke6/N3fh+Q0XOIYgfmBTARKOzTYCNQrFOodSa1ppSwEqgSKGKZOi2Uzm+y2SA6RMDVHUPURn21aNm5Z48Vu0oz07YXtFEIaJtmyJqJB4KOQw1jpJSJGJPX0SK18wLaVonxXUitAPAzpYQ+/pcXUzLo0OnTktL/m9OXs2VKkyXq9ApaPAtvPBgaQgMF/oc2t/+CCaU9QQWwWIJRL2QzOueiDUr78rYwTGsYyeqdprSyOuFFaTEF0CvMe+++Ce1ZRoSBOMBh0YWGt9AvqNct1PUrBgbNzzlbe0K2aBGuVoBnvDNkuLyuY+CgW2OPkLVI/BKsRi5ME1A0GKRA9hBSYN8HgxGGLBEKltlOIDixNg7hgV0qmTEz0zXNAXOB50Re4l/A+CWBncC5UGB9UVOgES/yveAMKW0AU5L8iqLN4+lgXDA+YISFYabiJCnCh2RlkPEal+LHgPPB9DlrM8ImGZnAPUTAcDC22G9kzGJwsGUMEATsNiMQSIK3kpaSGa1yVknx6egnHXYQLdMpjSF4BObYUPHSCID4iVUIgLFC8HVgRukr1IaReiMYWYEO48T3ZpMJMALr6ClCF65hx2fqBLSC+inMMXDOFOdVmDR6BtWA0NjNclpOxzSjDTbdoN/WcfbgYIWLP3XWxHkOQhMjJnZsRcI2+QUq4UnqZiQsgGdK+z/tnKP0ggu/TOd1jvB4QDhBfgwbZcPJtFxejtQ9p6P5AjuNgmA2QRgrC+oQVGY9GiECZdbnkFaEscKUwhk6p10ajnvso5FPJUMnm1MQyooolFyiUCBUsKmEfTNMbgxbxjh0+DQPzxWzcomCgjwRWrhwc86gI3aSmMngown1xDzBEuijCnriBctHVPvX12Gmb78EJpcGMENMaIF9QyANaqkVAH6mBEk4h7fpGDq6EBiXUEbrN8oiEdJ134xejYhOjx6fdkpKtWe4oYWVGXUHwuR0qozVMye0vCqroKwR8jKs7p3SmeePeEG3aweQhs5qSRv9gvo/Okqdo5Vmj7jqfGVQmQRUrvxygBA8rcmanO82v74VOExbYd6A1sx2Z2bOOAwLv2yzDoo4E2jBHhMlIWGCODdlyB9ngZFDKGD4nm3cBecswBnCpETrBMODNr6IcwgRGjBLyIo5LQuBiY0mbJ0QmREa/4AK/hchAGgL2oa2TsqChQDLa9AHmGCwcLGfRmEMOHoxtQtpEP7mNDL7YNV2O76CAIgvgipnwKhDh1EiIziatjhGbC43Mc6Rek2F/8QmIxeCJkCgEsEGQpTxocBYGITHJuoTHoN7yjMFGsPpaEsR+iSsUwSGmRkztGEDTN+gJ0AobJ4MKyxarRa/F5Mpmx8E7Ul4bFn8AuOboQpkVcPBZh5EKBgPGxATtgUYE4DRuOFXAfMA7+omnKRqX7pJy+mUmT/6gBweeCcwCiIIoY9Vzg4IK+fSUTHFqQgX3BnCgz3W+mPAIRjzczGZsUBxrKjKpsNPCLkxxCQovhhsvjJCBRAICDXwyTg+XWDBAmjEUOfIyOUPwgQLQAaax37pqNmG1xNCEMwnxmcEQkhxsEfdIwnNBpKgyeYCgXnFCliuvohBtVweDSMcVOuAOLfaAQkRDI+paynXORjWKzJKhEFQplqhH/ZiniAQCCG7mVoB4KSh5hlbzFBtrb79+Dhe8eLw9dUisz3C2zSkvfSDutTdqUseLAAsWNbiw4b5ngH1V1K6+n8S+uDCPVj7xnt55gWbtLgsLJ61ZXixJ0R3uuuIBma7CA1gEil1VifU2yva7nGGiAFVJ1T2clpBDXo2E0CTlQXNoisMxwNlMNouFjos7KMSxhhhKLZH1iFQHA39LLQC89ucBJIrQRAL0XZBLAAY1ADrHgQEFv8sAhAsdpJ4R87VOfx1alsrNDgZQGleWm6oTgE6AbRETBnYJpETYtoB8yVj15e+l4FPhDBL9EmQD5sbIuXaPrgmV1Y10Rc422r3EA7kyWGUBOERhEUEKFZYEcFgzkWbpub6bM5JIERlbAYT0wSefUFj9oRJKrQFjrTGiRbmJS4prTR5a0qxSauYX1gBIYDXoSm76oZABExoLQR3zCMbjose4RlKKKud5hLJYscRx0BYwRwHZSx2SpsHLEhgjkjCLUShYDw4XTcLSyKcgvHbPJ9s3uFU3hB2RdiwtUMgoPAMhmms7LrnyFlBSglvtSZC3Hu96PKxIHsdIBT4w/lAMK4b76N/+5+H0PA7qzRdRgRK9X6Lf4VNDiZCF/tUmFTg2MZZH80SJGaWksrzprSwMuIKkZxjA1k/4eHLDjkmTS9PDlPkjCU8EVRcci5V1MwJIDEUQ0ed0G3zGdgt1AoALW2DKq3dI8Zv89jRROOIRIKF4Mgmfx75bkLfbEA09A2AbHASooC6CwX1DLrh7glBYO+MVvaDjbiCfbyQdxdzOv1uI17QbeghFtH+Uk7n3mOTHR+tzZzPTUs6665D6naFMbpwwIRo3xkTSmBjVsJAmibUXzA2ZmYEVYy6tadD4xa4XAQP7qFlUKFgpdET9r8w2rk5vvQQF2mHhFFaswPWUsEtOJrEMCOYVgDfoy8SAVI5fMqIy80xFsz4zZBY4WHB+EZwKmlr8jAafBVpAg1eGKNkgRYmCJMEzl6nGQtNppI1jdkxUgQTmANwItAGMMWxymBpj+fxMJIPGN/QwPJT5jg2K6HyoQgYB7tVKFOWZSalSmuN46E5w+dgnApjFYEDDpJiq2EnWwhzGCswcKAEBgnAs4ZGj/m2ABZtEndZXxzcH+cjDweECsuTrP8DhBqeV5iXpfHvQbRKKi7A9llL5A6EroLv00tL2iwhaGCOCdIA1m+9VkTYyOk0g2KgTRhnmxdDkAr4VGRct+RTnRm/4r2jVdZFrvMAHwkgKkrA4rE0pgcboTLeK5kf+0cSmu4letgvXUHPOvdSFjo28x6t5z1GOoBujIx3JrazYA7kykSg4BMhrIXzxejQZJZxIi/k4IBfBvww2BfDoBj8GxEmXEXVVFvl70TFt1Ja+na91sNuo1YAaGkHE2LU5TOk/HhKI6j+Aa3d0qMbmy53cWxjwwIAJoQa9YHwARlh+bSpMblUcGSaEptPcI7Y5UVbxt9Z549odd/MOd4h3O7YLRMa3HArpQkWPd9ruuxlVA6QQ9kwezg7YUHtpFT0IBFVToCcliCXBU+0UkEbyLRBTBpgrigaJf2xcLpJ7ih5HozvB1AUJEuDGcUiEDahrAgXNorBOPwZtMKaAMT8IujGjE0SEsUCR0I0i00rqqIxh1GartuQVYv0CFohmnGm6kJxvQzuh9WsJTEWmKU3loa5hzHkOiWtc8Akv/4Aa67muMpFw+YdFoHEVIdgho6/xKIFnMsD2T7FN2GDMmbCqTqW+8UIgDjwJgZJsGG8eJY4BsIUwjU5dDhJaYlDVsVEImYyg5iYjJ0IQYU5AS6Txwt5DpJjJHUICrdDORez6cfck9ONG98GmDsYOZlIyu8wKRBMJjxGIQhoBC3cp7tOlPdtCueSVrubdEHvMC2mOZvgGE1h1AI9qHJ1MNJjwqGBcEBIEORkxqYUHm8OFUbiLjGNWML8wBODQMG4EKN9mYuuwv6vlHenq//ZqyCwK6kVAFra5dSABYIZjuP7Dl8fcbhAxcqrAWbX6bLo1k1aoR/Gb8+xjmm9SR0IBp0qlMk0H2V1N6+c0kf230XVbyDq90q6272GlJnmwiTBJpRuSQcuGFIOzYxhbtmPNX7pjAkNFsDmbVUIQRHSxRlNMoG4AfkvpcjRIOdA+IGpA+GWQAoQxoflWRI1QeBBsiVEDSDBlfhtGAu0i+6A0x/4iTUdaLcI1r4Nc7UmZHu+wNeonSHpsLVTpdQPUE5rNreQ0WJVfKPv+W4ZHLRqTtgl6bulQqcwJHwDHG9NBBb6l8cnDozsa8I+EpKR00L66AuYG6MWzOKrMFw0APvZd8WZoYA6iC8EZ/A0JiWM80bZ4WuhnQiVZdOUicUfGQSIfSiM6cIKUjbFN2cXBVM0UUSMtBjBhh2NAb1byN14gkoVR0RX6PLgxo/AhKsyDzY5K2wdEfzp3CW2IBmYvy1+hruLX0VVx8AmMxNzigh/8NvBvEAmVaA0POYs7gI5kYqnSLGOVOq4NqqcLqRI8iUO1yv9oRI9dy+1AkBLLd1BJI5PkR2M30dMK5OcaBNssk6Tm4m+FTGpfC56dElZJ16JcHHPjDrBqgB5Y+/ZY+oMxBDAi7ExI+w9a0J7zpg42BvbwR73njWmM84WUwyYu5yZULaQ04HzxjRIrbYszLzXL2lxP+pZ2BbaqIOEkn7J2i/IxnhYb3IwXhB72QO/RzIh3lD3arcOHlX2SuMPoMIttfnFMnIIAEimVDl+isOla4vJncEQuknCxWW+DeNlrRsROC5HB3JyyHkwAUitT/EzAFMHJA+/FMsqOTNliXBXCBwibEG8kCoaoi3jaIzFNClpaLRvSRMubUXrICxUycIr5EDaKJEtNqqF+2m0cQfpm5C9opdwGCUcJVHwy/pXOAdW63vBjpdV+XAu3GPuDuEQc2Jonp/Ei1hTkow1Ry1Z/x3TZhkLyYoqbiMorGYjotAnQZhItV+yo8J/Qnw4ELa62zV/S60A0FJLu46QmS+Obhw/1OA4elN8ezPFF9gkg2mlnuKu0yvZd8OZB+yOrKQDdxlxqWnh0YYpZiWdfdEmJd0qJ8OPNge0dPmNlCaLAkvo1kBgWexR0c8ceuD2wZEViIuOwoAjG6d7NumzDQsC4mCFFMDs7ItgtH4bEgmNGr+ZYZuoD7TbVuSEIACC9g+G1TdMGFzTmo3Euc/4iRimyImoDBpiewd7Ps7l4Bpj0pHmi5+JRVLASCEoOCdP67timD9QHRvGCd8OEQ4QPSOwCYcRQvvHOVlJU1Otq0RKajWgHiLAGyrHSq4BgpoiJm23FZ/AqFG8ixEWzqAJAaGscpgYtATHCgrj+/cD1kecFWYP4H2LGHEUBUnadRFaxS9HTGetAMDv0RZvcUsttdTST0FxAQOJGidIjBPQZEi0uRZfjm6+EgmV6/Tfn6hv20PXNueN7yAnQsS0ArNKN2gT+N6lE/rYhefTUgqnRXGaA1Nc3j+jM84ferA/GFG3X9D+u44pT1O2VdtIAKAtp501Fh8FjkLp0PGiT700pyXk6Ugl5TeEBW4Fl15IGRFIDdOzeULAhy2DhPbOtSZMSKe0QzR7htqZ4VVCgPVnYNu8SQdtA0/APDcKuSds7IIqqGRA1pHSxIz218QBAdEAVhrxHFpjxXsQ2ZFa34gKDRBBRZwi7TbrlCj2fynWhfO0X4D1v5hAp+dwX1RGleyqA5pyQMG07LIggD8brzEuuyw0tNQKAC211NIpRo2Z5aZWjw6oIWJldgvRt/6/A7fpxmxaCQgaM6JTXOimaQWO3XfemLK0MifwZRKi0y4YUWfROjoKc4SQcOCCES0s5Q4enxhmue/0MS3tB3OV6wApAHNcXZlweC2iJZyTH1qQEfV6try4oBZgotw+eOKTONcBgcEHnHFT6+lvGb+Ba6TQTpUfBJYYDg20+UJsxj5jVuFHYcuVm/5yVIa7pC1aJoiI+FOI46INrcwViiLMX8JAp4RcC5X5DNsQCok/IAEQ4HCORW52O7UCQEsttdTS7UGcPCcSsTIlWrsprnEevb4fv9Yl0RvIR4R3Zd1K+LCM1CYDkzwavjreXyrowHkj58threL95YL23k18Oo7mi9S99jAl1w0hxVC+ulBp9zZXAr4v9CVFOMIoEdQCewQb8TNVtRFCQEGzaUqbOVKfm0gODoWc0RAQPoQU4ycBDZ0Lp3HOA2HgCIcUx0UxiXB0A5IhGVPMiN0gpe+SOt0mO5fIAGsG6JYwm1gsZHdTKwC01FJLLZ0UpDJRBZRPEsoj/qGTzYzWbo5f7brLlre844AOuu9xpTkR84nNyuQ2J1Qs9apCRIgw6RJ9/xMZfeiCe9DiHklZbqF/oBmr509pcZ/Y67lWiPFrGOzPqXOGhCVKiJ84fS4szSjZKyiBGFxMCexOQvmCRGoAKWDzDKeSlgqV7G/RAgBMrQDQUksttdTST2laKSmZxE0o6VCiQDRt3kD0ne/tv22OoyiGFTGtIM15b9l6/VfRDd2VkpbPELdNG1nAroN9ojPuMaIsK+imq9qKgKe0AGArYHH6ldbhs6WWWmrp5CQTgRDSGLGUax7s4D5v/kHctPK/n7Zp0OvCyclGklosqPZ4G+mUFQAOHTrEn5fQJ+/oprTUUksttdTSz4SOHz9Oq6urP9W5p6wAsH+/wEzXXnvtTz04O5GOHTtG5513Hl133XW0Z88eOlXoVOzXqdgnUNuvk4vafp2afSrLkpn/Oeec81Pf75QVAFIT7wvmf6pMDk3oU9uvk4NOxT6B2n6dXNT269Tr0+r/o3LbxkG01FJLLbXU0i6kVgBoqaWWWmqppV1Ip6wA0O/36Q1veAN/nkrU9uvkoVOxT6C2XycXtf06eah/gvuUlP8vMQQttdRSSy211NJJSacsAtBSSy211FJLLTVTKwC01FJLLbXU0i6kVgBoqaWWWmqppV1IrQDQUksttdRSS7uQWgGgpZZaaqmllnYhnbICwLve9S66y13uQoPBgB72sIfRN77xDdqp9Ja3vIUe+tCH0srKCp1xxhn0K7/yK3TFFVd4xzzmMY+hJEm8v5e+9KXeMUh7/NSnPpUWFxf5Oq961atoNotX6joR9MY3vrHW5nve855u/2g0ope//OV02mmn0fLyMj372c+mm2++eUf3CXMq7BP+0I+T6Tl98YtfpKc97WmcRhRt/NjHPubtR3DQ61//ejr77LNpYWGBHv/4x9MPf/hD75jDhw/T8573PM5YtnfvXnrxi19M6+vr3jGXXXYZ/dIv/RK/h0hx+ra3ve0O69d0OqVXv/rVdN/73peWlpb4mBe84AV0ww03bPmM3/rWt+7YfoF+4zd+o9bmJz3pSSf18wLF3jX8vf3tb9+xz+st21jPb6+17/Of/zw96EEP4rDBu9/97vSBD3zgtjW2PAXpn/7pn8per1e+733vK7/3ve+Vv/3bv13u3bu3vPnmm8udSE984hPL97///eV3v/vd8tvf/nb5lKc8pbzzne9crq+vu2Me/ehHcz9uvPFG97e2tub2z2az8j73uU/5+Mc/vvzv//7v8pOf/GR54MCB8jWvec0d1KuyfMMb3lD+3M/9nNfmW265xe1/6UtfWp533nnlZz/72fJb3/pW+fCHP7z8hV/4hR3dp4MHD3r9+fSnP40w2vLiiy8+qZ4T7vva1762/MhHPsLt/+hHP+rtf+tb31qurq6WH/vYx8r/+Z//KZ/+9KeXd73rXcvhcOiOedKTnlTe//73L7/2ta+VX/rSl8q73/3u5XOf+1y3H/0+88wzy+c973k8t//xH/+xXFhYKP/u7/7uDunX0aNHedz/+Z//ufzBD35QfvWrXy1//ud/vnzwgx/sXeP8888v3/zmN3vPUL+LO61foBe+8IX8PHSbDx8+7B1zsj0vkO4P/rCmJ0lSXnXVVTv2eT1xG+v57bH2/ehHPyoXFxfLV77yleXll19e/s3f/E2ZZVn5qU99atttPSUFALzUL3/5y93vPM/Lc845p3zLW95SngwEJoOX4Qtf+ILbBsbyB3/wB43nYIKkaVredNNNbtt73vOecs+ePeV4PC7vKAEAC06MsBh3u93ywx/+sNv2/e9/n/uNhXmn9ikkPJMLLrigLIripH1O4cKLvpx11lnl29/+du959ft9XjxBWHBw3je/+U13zH/8x3/w4vyTn/yEf7/73e8u9+3b5/Xr1a9+dXnRRRfdIf2K0Te+8Q0+7pprrvEYyjvf+c7Gc3ZivyAAPOMZz2g851R5XujjYx/7WG/bTn9eB4P1/PZa+/70T/+UFSxNz3nOc1gA2S6dciaAyWRCl156KUOWujAQfn/1q1+lk4HW1ta8ioaW/v7v/54OHDhA97nPfeg1r3kNbW5uun3oG6DNM88802174hOfyNWlvve979EdRYCNAe/d7W53Y/gRsBYIzwiQrH5OMA/c+c53ds9pp/ZJz7UPfehD9KIXvYhhx5P5OWm6+uqr6aabbvKeDYqOwJSmnw1g5Ic85CHuGByPd+3rX/+6O+ZRj3oU9Xo9r6+AQ48cOUI75V3Ds0NfNAFCBjz7wAc+kOFmDb3u1H4BDgZUfNFFF9HLXvYyVxL9VHlegMg/8YlPsOkipJ38vNaC9fz2WvtwjL6GPea28LlTrhrgrbfeSnmeewMHwu8f/OAHtNOpKAr6wz/8Q/rFX/xFZiCWfv3Xf53OP/98ZqawZ8GWiQn8kY98hPdjwY712e67IwgMAzYpLEg33ngjvelNb2I73He/+11uE17IcOFFm217d2KfNMFeefToUba/nszPKSTbjlg79bMBs9HU6XR4kdPH3PWud61dw+7bt28f3ZEEOyyez3Of+1yv8torXvEKtquiL1/5yldYiMP8fcc73rFj+wV7/7Oe9Sxu11VXXUV/9md/Rk9+8pOZGWRZdko8rw9+8INsV0c/Ne3k51VE1vPba+1rOgZCwnA4ZN+dXScAnOwExxAwyEsuucTb/pKXvMR9h2QI56zHPe5x/LJfcMEFtBMJC5Cl+93vfiwQgDn+y7/8y7Ym506n9773vdxHXY/7ZHxOu5Gggf3qr/4qOzu+5z3v8fa98pWv9OYtFuvf+Z3fYeeunZp3/td+7de8eYd2Y74BFcD8OxXofe97H6OIcOQ7WZ7XyxvW851Cp5wJANArJN7QoxK/zzrrLNrJ9Hu/93v08Y9/nC6++GI699xz5x4LZgq68sor+RN9i/XZ7tsJBIn3wgsv5DajTYDQoUE3Paed3KdrrrmGPvOZz9Bv/dZvnXLPybZj3juEz4MHD3r7AbvC03ynPz/L/PEMP/3pT29Zdx3PEH378Y9/vKP7pQkmN6yFet6drM8L9KUvfYmRtK3et530vH6vYT2/vda+pmMwn7erYJ1yAgCkvwc/+MH02c9+1oNh8PsRj3gE7USCFoLJ8tGPfpQ+97nP1eCqGH3729/mT2iYIPTtO9/5jveS28Xt3ve+N+0EQsgRNGG0Gc+o2+16zwkvOHwE7HPayX16//vfz5AqwnROteeE+YfFRT8bwIqwFetngwUM9kxLmLt416zQg2MQ5gWGq/sKk9AdBSdb5g/fFAhwsBtvRXiGsJVbCH0n9iuk66+/nn0A9Lw7GZ+XRtuwZtz//vff8c+r3GI9v73WPhyjr2GPuU18rjxFwwDhsfyBD3yAvV9f8pKXcBig9qjcSfSyl72MQ64+//nPe6Esm5ubvP/KK6/kMBeEi1x99dXlv/3bv5V3u9vdykc96lG1sJEnPOEJHHqCUJDTTz/9Dg2Z++M//mPuE9r85S9/mUNaEMoCr1gbCoPwmM997nPct0c84hH8t5P7ZKNK0G54Ems6mZ7T8ePHObwIf1gG3vGOd/B36w2PMEC8M+jDZZddxt7XsTDABz7wgeXXv/718pJLLinvcY97eGFl8HZG+NXzn/98DonCe4mwpZ9lWNm8fk0mEw5nPPfcc3ns9btmPau/8pWvsEc59iPU7EMf+hA/nxe84AU7tl/Y9yd/8ifsQY5595nPfKZ80IMexM9jNBqdtM9Lh/GhHfCCD2knPq+XbbGe315rnw0DfNWrXsVRBO9617vaMEBLiInEACMfAMICEfu6UwkTP/aHWFLQtddey0xk//79LNggfhcPXceXg3784x+XT37ykznGFYwWDHg6nd5BvZKQlLPPPpufwZ3udCf+DSZpCczkd3/3dzlEBxP5mc98Jr8oO7lPoP/8z//k53PFFVd420+m54S8BbE5h3AyGwr4ute9jhdO9OVxj3tcrb+HDh1iBrK8vMzhSb/5m7/JC7om5BB45CMfydfAHIBgcUf1C8yx6V2zeRwuvfTS8mEPexgv4IPBoLzXve5V/tVf/ZXHSHdav8BYwCjAIBBehrA45KIIFZ6T7XlZAqPGuwJGHtJOfF60xXp+e659GL8HPOABvMZC2dD32A4lpsEttdRSSy211NIuolPOB6ClllpqqaWWWtqaWgGgpZZaaqmllnYhtQJASy211FJLLe1CagWAllpqqaWWWtqF1AoALbXUUksttbQLqRUAWmqppZZaamkXUisAtNRSSy211NIupFYAaKmlllpqqaVdSK0A0FJLLbXUUku7kFoBoKWWWmqppZZ2IbUCQEsttdRSSy3R7qP/H32cmUgkgFC6AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(hyper[:,:,8])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e1787ca2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dell\\AppData\\Local\\Temp\\ipykernel_10136\\1704106718.py:8: RuntimeWarning: invalid value encountered in cast\n",
      "  hyper_gray = hyper_gray.astype(np.uint8)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yolo_file = rf'D:\\code\\咖啡豆线扫系统协作代码\\md-line-scan-detection-dev\\model\\models\\coffeebean_v5.onnx'\n",
    "yolo = YoloDetector(yolo_file)\n",
    "\n",
    "\n",
    "hyper = image_segmentation\n",
    "\n",
    "hyper_gray = hyper[:,:,8]*255\n",
    "hyper_gray = hyper_gray.astype(np.uint8)\n",
    "hyper_cv = cv2.cvtColor(hyper_gray, cv2.COLOR_GRAY2BGR)\n",
    "msi_res = yolo.detect_obj(hyper_cv)\n",
    "\n",
    "\n",
    "show_roi(hyper_gray ,msi_res )\n",
    "\n",
    "rois = extract_roi(hyper, msi_res)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7ca99af",
   "metadata": {},
   "source": [
    "### 保存切割完的图片为tiff图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4ec5a958",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2080e83b1d0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rois[0][0:-3] = rois[0][0:-3]*255\n",
    "rois[0] = rois[0].astype(np.uint8)\n",
    "plt.imshow(rois[0][:,:,-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "fece58a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\dell\\AppData\\Local\\Temp\\ipykernel_10136\\1527925777.py:1: RuntimeWarning: invalid value encountered in cast\n",
      "  roi_uint16 = (reflect * 65535).astype(np.uint16)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "roi_uint16 = (reflect * 65535).astype(np.uint16)\n",
    "cv2.imwritemulti(f\"test\\\\a.tiff\", roi_uint16.transpose(2, 0, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "e70dd167",
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(len(rois)):\n",
    "  roi_uint16 = (rois[i] * 65535).astype(np.uint16)\n",
    "  cv2.imwritemulti(f\"test\\\\{i}.tiff\", roi_uint16.transpose(2, 0, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "9fa2dfe2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2960ff503e0>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(roi_uint16[:,:,0])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14a69861",
   "metadata": {},
   "source": [
    "### 读取tiff图片进行阈值分割，提取轮廓与光谱信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "dc5b96ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "from glob import glob\n",
    "import spectral\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2\n",
    "tiff_list = glob(rf'test\\*.tiff')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "a22954e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[86, 40, 40, ..., 30, 27, 27],\n",
       "        [85, 40, 40, ..., 29, 28, 29],\n",
       "        [85, 39, 40, ..., 27, 27, 26],\n",
       "        ...,\n",
       "        [88, 40, 40, ..., 27, 25, 25],\n",
       "        [88, 40, 40, ..., 29, 24, 26],\n",
       "        [88, 40, 40, ..., 28, 26, 26]],\n",
       "\n",
       "       [[86, 39, 40, ..., 30, 29, 29],\n",
       "        [85, 39, 40, ..., 27, 28, 27],\n",
       "        [85, 39, 40, ..., 22, 30, 28],\n",
       "        ...,\n",
       "        [88, 40, 40, ..., 27, 25, 27],\n",
       "        [88, 40, 40, ..., 27, 27, 27],\n",
       "        [88, 40, 40, ..., 28, 27, 28]],\n",
       "\n",
       "       [[86, 39, 39, ..., 25, 31, 28],\n",
       "        [86, 39, 39, ..., 23, 29, 27],\n",
       "        [86, 39, 39, ..., 22, 26, 26],\n",
       "        ...,\n",
       "        [88, 40, 40, ..., 27, 26, 27],\n",
       "        [88, 40, 40, ..., 26, 26, 27],\n",
       "        [87, 40, 40, ..., 28, 26, 28]],\n",
       "\n",
       "       ...,\n",
       "\n",
       "       [[85, 39, 39, ..., 19, 19, 20],\n",
       "        [85, 39, 39, ..., 18, 19, 19],\n",
       "        [85, 39, 39, ..., 20, 19, 18],\n",
       "        ...,\n",
       "        [88, 41, 40, ...,  5, 38, 24],\n",
       "        [88, 40, 40, ...,  8, 30, 21],\n",
       "        [88, 40, 40, ..., 10, 23, 20]],\n",
       "\n",
       "       [[86, 40, 39, ..., 24, 20, 20],\n",
       "        [85, 40, 39, ..., 21, 20, 19],\n",
       "        [85, 40, 39, ..., 22, 18, 18],\n",
       "        ...,\n",
       "        [87, 41, 40, ...,  7, 27, 19],\n",
       "        [88, 41, 40, ..., 14, 20, 18],\n",
       "        [88, 40, 40, ..., 17, 19, 19]],\n",
       "\n",
       "       [[86, 40, 40, ..., 21, 21, 22],\n",
       "        [86, 40, 40, ..., 21, 20, 22],\n",
       "        [85, 40, 39, ..., 22, 22, 21],\n",
       "        ...,\n",
       "        [88, 41, 40, ..., 14, 18, 17],\n",
       "        [88, 41, 40, ..., 15, 17, 18],\n",
       "        [88, 41, 40, ..., 19, 18, 19]]], shape=(62, 46, 19), dtype=uint8)"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = cv2.imreadmulti(tiff_list[0] )\n",
    "a = np.array(a[1])\n",
    "a = a.transpose(1, 2, 0)\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "abd39406",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2962b89e660>"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "a = cv2.imreadmulti(tiff_list[0] )\n",
    "a = np.array(a[1])\n",
    "a = a.transpose(1, 2, 0)\n",
    "\n",
    "plt.imshow(a[:,:,-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "0f0ec84f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2962b85b590>"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask = get_mask_coffee_bean(a)\n",
    "plt.imshow(mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "65c1ff7e",
   "metadata": {},
   "outputs": [],
   "source": [
    "wavelength = [\n",
    "949.95,\n",
    "1000.02,\n",
    "1050.66,\n",
    "1099.92,\n",
    "1149.23,\n",
    "1200.12,\n",
    "1249.27,\n",
    "1299.99,\n",
    "1350.69,\n",
    "1399.82,\n",
    "1424.44,\n",
    "1450.74,\n",
    "1475.45,\n",
    "1500.22,\n",
    "1549.94,\n",
    "1599.88,\n",
    "700,\n",
    "600,\n",
    "500]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "e4dcb455",
   "metadata": {},
   "outputs": [],
   "source": [
    "Spectrum = []\n",
    "Feature = []\n",
    "for tiff in tiff_list :\n",
    "\n",
    "  a = cv2.imreadmulti(tiff)\n",
    "  a = np.array(a[1])\n",
    "  a = a.transpose(1, 2, 0)\n",
    "  mask = get_mask_coffee_bean(a)\n",
    "  spectrum = get_spectrum_mask( a , mask )\n",
    "  feature = fetch_feature(a,  mask )\n",
    "\n",
    "  Spectrum.append(spectrum)\n",
    "  Feature.append(feature)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "d092b9e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[57.89541008, 58.80662152, 60.30549285, ..., 53.36945071,\n",
       "        55.92851768, 61.90218209],\n",
       "       [58.0785124 , 58.43057851, 58.68595041, ..., 50.76115702,\n",
       "        52.69586777, 58.03719008],\n",
       "       [60.7952381 , 61.38571429, 62.38380952, ..., 52.12857143,\n",
       "        54.22      , 59.98666667],\n",
       "       ...,\n",
       "       [56.97198132, 57.44096064, 57.90860574, ..., 49.97264843,\n",
       "        51.94663109, 57.21280854],\n",
       "       [58.67459643, 59.06372133, 59.64316058, ..., 52.77909941,\n",
       "        54.77655055, 60.52251487],\n",
       "       [59.81485053, 60.54484089, 61.65670203, ..., 51.48023144,\n",
       "        53.52459016, 59.57666345]], shape=(119, 15))"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(Spectrum)[:,1:-3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8f64c35a",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from matplotlib import pyplot as plt\n",
    "from skimage.measure import regionprops\n",
    "import numpy as np\n",
    "import cv2 as cv\n",
    "import cv2\n",
    "import os\n",
    "import glob\n",
    "from skimage.feature import graycomatrix, graycoprops\n",
    "\n",
    "def fetch_feature(image1, mask1):\n",
    "    mask1 = get_mask_coffee_bean(image1)\n",
    "#     获取颜色特征\n",
    "    c1 = np.mean(image1[mask1], axis=0)\n",
    "#     烟叶的基本形态特征，包括面积、周长、椭圆度、面积占边界框面积的比例\n",
    "    props = regionprops(mask1.astype(np.uint8))\n",
    "\n",
    "    prop = props[0]\n",
    "    region_feature = [prop.area, prop.perimeter, prop.eccentricity, prop.extent, prop.convex_area, \n",
    "                      prop.major_axis_length, prop.minor_axis_length, prop.major_axis_length/prop.minor_axis_length,\n",
    "                      prop.solidity\n",
    "                     ]\n",
    "\n",
    "#     region_feature = region_features[0]\n",
    "#     纹理特征，灰度共生矩阵\n",
    "    glcm = graycomatrix(image1[mask1], distances=[1], angles=[0], levels=256,symmetric=True, normed=True)\n",
    "    glcm_feature = []\n",
    "    for prop in ['contrast', 'dissimilarity', 'homogeneity', 'energy', 'correlation', 'ASM']:\n",
    "        glcm_feature.append(graycoprops(glcm, prop)[0][0])\n",
    "\n",
    "    feature = [*c1, *region_feature, *glcm_feature]\n",
    "    return feature\n",
    "\n",
    "def get_spectrum_mask( msi , mask ):\n",
    "  \"\"\"\n",
    "    msi: 3D array of shape (rows, columns, bands)\n",
    "    mask: 2D array of shape (rows, columns)\n",
    "  \"\"\"\n",
    "  spectrum = []\n",
    "  mask = mask.astype(bool)\n",
    "  shape = msi.shape\n",
    "  for i in range(msi.shape[2]):\n",
    "      flattened_msi = msi[:, :, i].reshape(shape[0] , shape[1])\n",
    "      spectrum.append(np.mean(flattened_msi[mask]))\n",
    "  # plt.plot(spectrum)\n",
    "  return spectrum\n",
    "\n",
    "def get_mask_coffee_bean(img):\n",
    "    # 使用 Otsu 方法计算阈值\n",
    "  _, threshold = cv2.threshold(img[:,:,0], 0, 255, cv2.THRESH_BINARY + cv2.THRESH_OTSU)\n",
    "\n",
    "  # 创建掩膜，其中亮的像素为 True，暗的像素为 False\n",
    "  mask = img[:,:,0] > threshold\n",
    "\n",
    "  # 如果需要将掩膜转换为二值图像\n",
    "  binary_mask = np.where(mask, 255, 0).astype(np.uint8)\n",
    "\n",
    "  return binary_mask.astype(bool)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5b5c1bf4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dc7d349a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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